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LiteLLM Vulnerability Chain Lets Low-Privilege Users Take Over AI Gateway Servers AI 9.0 LiteLLM Vulnerability Chain Lets Low-Privilege Users Take Over AI Gateway Servers Jun 15, 2026 Loops are replacing prompts. Verification is about to be your biggest problem. AI 9.0 Loops are replacing prompts. Verification is about to be your biggest problem. Jun 13, 2026 Critical Splunk Enterprise Flaw Lets Attackers Run Code Without Authentication Security 9.0 Critical Splunk Enterprise Flaw Lets Attackers Run Code Without Authentication Jun 13, 2026 Chinese Hackers Abused Google Workspace Rules to Steal Research and Defense Emails Security 8.0 Chinese Hackers Abused Google Workspace Rules to Steal Research and Defense Emails Jun 15, 2026
Introducing Gemma 4 models on Amazon Bedrock AI 7.0
AWS ML Blog

Introducing Gemma 4 models on Amazon Bedrock

Google DeepMind's Gemma 4 family now available on Amazon Bedrock with three instruction-tuned variants: 31B dense, 26B-A4B mixture-of-experts, and E2B. Models include native function calling, multimodal input, and built-in reasoning. Artificial Analysis Intelligence Index of 39 for Gemma 4 31B versus median 15 in the 4B-40B open-weights class.

#LLM #Bedrock #open-weights #function calling

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Chinese Hackers Abused Google Workspace Rules to Steal Research and Defense Emails Security 8.0
The Hacker News

Chinese Hackers Abused Google Workspace Rules to Steal Research and Defense Emails

A China-linked espionage group maintained access to North American medical, academic, and military research networks for over a year by exploiting a REDCap research server backdoor to steal login credentials. The attackers then abused Google Workspace email rules to exfiltrate sensitive research and defense communications without triggering alerts.

#breach #espionage #credential theft #email exfiltration

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Accelerating researchers and developers building multilingual AI with a new open dataset AI 6.0
GitHub Blog

Accelerating researchers and developers building multilingual AI with a new open dataset

GitHub releases the Multilingual Repositories Dataset, a metadata-only collection identifying public repositories with non-English natural-language content. The dataset maps language distribution across READMEs, issues, and pull requests, with Portuguese leading README counts and Korean dominating issue text.

#multilingual #datasets #open source #NLP training data

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The Anthropic Fable mess, explained AI 6.0
The New Stack

The Anthropic Fable mess, explained

The New Stack chronicles Anthropic's Project Glasswing initiative, which provided early cybersecurity vulnerability-detection access to Mythos model before broader release. The timeline reveals tensions between Anthropic's safety-first approach, government access restrictions, and enterprise security partnerships.

#Anthropic #Mythos #cybersecurity #responsible disclosure

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AI Agent Failure Detection and Root Cause Analysis with Strands Evals AI 8.0
AWS ML Blog

AI Agent Failure Detection and Root Cause Analysis with Strands Evals

Strands Evals SDK detectors automatically identify failures in agent execution traces and perform root cause analysis, reducing diagnosis time from hours to minutes. Structured output includes categorized failures with confidence scores, causal chains, and fix recommendations for system prompt or tool definition changes.

#agents #evals #observability #root cause analysis

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What's new in data agents: Supercharging your AI workflows AI 7.0
Google Cloud Blog

What's new in data agents: Supercharging your AI workflows

Google announces expanded data agents across its Agentic Data Cloud, including Conversational Analytics in BigQuery (preview), new Data Agents for analysts and engineers, and developer tools for open agentic ecosystems. The platform grounds agent reasoning in real-time enterprise data with unified governance and near-100% accuracy claims.

#agents #data agents #BigQuery #RAG

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Docker joins the Athena coalition: a cross-industry collaboration for supply chain security Security 8.0
Docker Blog

Docker joins the Athena coalition: a cross-industry collaboration for supply chain security

Docker joins the Athena coalition to address AI-accelerated vulnerability discovery in open source. Frontier models like Anthropic's Mythos can now find novel chained vulnerabilities at machine speed, shrinking the window from discovery to exploitation from years to hours. The article emphasizes secure-by-default tools and cross-vendor supply chain intelligence sharing as the durable response.

#supply chain security #vulnerability #AI #open source

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Implementing workload identity with HashiCorp Vault and SPIFFE DevOps 7.0
HashiCorp Blog

Implementing workload identity with HashiCorp Vault and SPIFFE

This article clarifies the relationship between SPIFFE (identity standard), SPIRE (runtime), and Vault (credential and access control) for workload identity. It addresses the practical problem that identity alone is insufficient; teams need a path from proving a workload's identity to granting it the right secrets, certificates, and downstream access decisions. The post guides teams adopting SPIFFE without deploying SPIRE everywhere.

#workload identity #SPIFFE #Vault #security

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Architecting a trusted agentic platform with graph technologies: A Yahoo case study AI 7.0
Google Cloud Blog

Architecting a trusted agentic platform with graph technologies: A Yahoo case study

Yahoo built its Seller Agent digital media buying platform using Google Cloud's Agentic Data Cloud and graph technologies, compressing multi-week manual processes into seconds while maintaining auditability. The case study demonstrates how graph-based architectures enable fast, accountable autonomous systems.

#agents #graph databases #system of action #governance

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One-Click Microsoft 365 Copilot Flaw Could Have Let Attackers Steal Emails, Files, and MFA Codes Security 8.0
The Hacker News

One-Click Microsoft 365 Copilot Flaw Could Have Let Attackers Steal Emails, Files, and MFA Codes

Varonis Threat Labs chained three bugs in Microsoft 365 Copilot Enterprise Search into a one-click exfiltration attack (SearchLeak) that bypassed anti-phishing tools by using legitimate microsoft.com domains. The vulnerability exposed emails, calendar data, indexed files, and MFA codes.

#Microsoft 365 #Copilot #privilege-escalation #data-exfiltration

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Your AI-generated app runs on their cloud, and that's the problem AI 8.0
The New Stack

Your AI-generated app runs on their cloud, and that's the problem

AI code-generation platforms like Replit and Lovable demo well but lock generated apps into their cloud infrastructure, breaking production workflows. The article argues that Bring Your Own Cloud (BYOC) is essential for generated code to move through CI/CD, monitoring, security scanning, and organizational governance. Tools that enable deployment to customer infrastructure will reshape the market.

#code generation #AI infrastructure #deployment #lock-in

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We've been measuring AI wrong; why economically valuable work is the new benchmark AI 8.0
The New Stack

We've been measuring AI wrong; why economically valuable work is the new benchmark

Agent's Last Exam (ALE) introduces a new benchmark measuring whether AI agents can perform economically valuable work across 55 real occupations and 1,500+ real-world tasks, grounded in actual labor market outcomes rather than abstract metrics. Led by UC Berkeley's Dawn Song, the benchmark evaluates frontier models including Fable 5 and GPT-5.5 on practical effectiveness. This shifts evaluation from pure performance (MMLU, AgentPerf) to business impact.

#agents #evals #benchmarking #LLM

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Code is a message to the future Engineering 6.0
The New Stack

Code is a message to the future

This article reframes code and commit messages as communication artifacts for future maintainers, not just machine instructions. It argues that once code is ready to merge, it becomes part of the codebase and must be understandable on its own, with commit messages that stand without context or follow-up questions. The piece emphasizes treating code review and documentation as part of the communication channel.

#code quality #documentation #maintainability #communication

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The Onboarding Password Mistake That Creates Unnecessary Risk Security 6.0
The Hacker News

The Onboarding Password Mistake That Creates Unnecessary Risk

The article examines how temporary first-day passwords issued during employee onboarding often remain in use indefinitely, creating persistent security risk. Passwords sent via email or SMS are frequently reused across multiple accounts and lack proper lifecycle management.

#password-management #onboarding #credential-hygiene #access-control

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Improving Arm64 support in CNCF projects with OCI credits DevOps 7.0
CNCF Blog

Improving Arm64 support in CNCF projects with OCI credits

Oracle's $3M donation of Arm64 compute resources to CNCF projects enables multi-architecture CI and testing, addressing the historical lack of Arm64 build nodes. With over 50% of new AWS instances and 33% of Azure instances running Arm64, CNCF projects now have access to OCI Arm64 instances as GitHub Actions runners and development environments. This brings Arm64 release parity with x86 across the cloud native ecosystem.

#Arm64 #CI/CD #Kubernetes #multi-architecture

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What is document AI? AI 5.0
Databricks Blog

What is document AI?

Databricks introduces document AI as the application of machine learning and natural language processing to document processing workflows. The article covers use cases and techniques for extracting structured insights from unstructured document data.

#document AI #NLP #ML #unstructured data

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The Government Just Banned an AI Model. An Engineer's Perspective. AI 6.0
Snyk Blog

The Government Just Banned an AI Model. An Engineer's Perspective.

A government order abruptly removed a powerful AI model from availability, exposing a new supply chain risk for engineering teams that depend on specific frontier models. The article argues that security leaders need contingency plans for model unavailability before the next ban or takedown occurs.

#AI models #supply chain risk #policy #contingency planning

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Spotlight on SIG Storage DevOps 5.0
Kubernetes Blog

Spotlight on SIG Storage

Interview with SIG Storage co-chairs on Kubernetes persistent data, volume management, and Container Storage Interface (CSI) sidecars. Covers the group's evolution from pre-CSI days and current focus on storage infrastructure as AI workloads scale.

#Kubernetes #storage #CSI #DevOps

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Xiaomi's MiMo Code claims it beats Claude Code past 200 steps AI 7.0
The New Stack

Xiaomi's MiMo Code claims it beats Claude Code past 200 steps

Xiaomi open-sourced MiMo Code, a terminal-native coding agent that claims to outperform Claude Code on long-horizon tasks beyond 200 steps. The benchmark highlights the 'endurance gap': agents typically fail when hypotheses harden early, errors compound across steps, and context degrades. Long-horizon reliability is emerging as the key differentiator in agentic coding.

#agents #coding #long-horizon #benchmarks

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What your logs can't tell you when an AI agent acts alone AI 6.0
The New Stack

What your logs can't tell you when an AI agent acts alone

Traditional logging practices fail when AI agents operate autonomously, as logs were designed for human-readable incident review, not real-time agent auditing. The article argues that logs must shift from forensic dumps to actionable audit trails that capture agent decisions, data access, and state transitions in structured, queryable form.

#agents #observability #audit-trails #logging

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PagerDuty's CAIO says most AI incident tools are missing a critical layer AI 6.0
The New Stack

PagerDuty's CAIO says most AI incident tools are missing a critical layer

PagerDuty argues that AI incident-response tools need more than MCP connectors: agents require access to operational data, memory (short and long-term), and understanding of system relationships and safe actions. The article frames incident management as a harness problem where agent capability depends on data context and process adaptation.

#agents #incident-response #MCP #tool-use

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Why AI retrieval and ranking need more than vector search AI 8.0
The New Stack

Why AI retrieval and ranking need more than vector search

The New Stack examines how production AI retrieval systems evolve beyond flat vector databases by combining semantic search, structured attributes, ranking models, and business rules using tensor operations. The article argues that tensors provide the multi-dimensional framework needed for complex relevance scoring at scale.

#retrieval #vector search #ranking #tensors

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Can JetBrains close the IDE skills gap before AI widens it further? Engineering 6.0
The New Stack

Can JetBrains close the IDE skills gap before AI widens it further?

JetBrains launches the Course Creators Program, embedding hands-on coding exercises directly into professional IDEs via the JetBrains Academy plugin for platforms like Udemy and Coursera. The initiative argues that as AI generates more code, developers need stronger debugging and validation skills in real IDEs, not browser-based environments.

#developer education #IDE #debugging #JetBrains

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Loops are replacing prompts. Verification is about to be your biggest problem. AI 9.0
The New Stack

Loops are replacing prompts. Verification is about to be your biggest problem.

The New Stack argues that agentic development is entering a third era where loops (small programs that prompt agents, evaluate responses, and iterate) become the unit of work, replacing prompt-driven and spec-driven approaches. For cloud-native teams on Kubernetes, this shift raises critical questions about verification, cost, and infrastructure requirements.

#agents #agentic AI #verification #Kubernetes

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Fable 5 vs Opus 4.8: The real stakes, not the spec sheet AI 8.0
The New Stack

Fable 5 vs Opus 4.8: The real stakes, not the spec sheet

Anthropic released Fable 5, the first Mythos-class model positioned above Opus 4.8, but at double the cost ($10/$50 per million tokens vs $5/$25). The model includes safety classifiers that degrade responses on frontier AI research and cybersecurity tasks by routing them to Opus 4.8, a policy Anthropic later walked back after researcher backlash.

#LLM #Claude #Fable #model-selection

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Claude Fable cost $9 in one coding test. GPT-5.5 cost $1.50. Model triage is the new AI skill. AI 7.0
The New Stack

Claude Fable cost $9 in one coding test. GPT-5.5 cost $1.50. Model triage is the new AI skill.

A practical analysis showing Fable 5 cost $9 per task while GPT-5.5 cost $1.50 on identical coding tests, highlighting that model selection and cost-aware routing is now a core engineering skill. The article also covers Anthropic's emergency suspension of Fable 5 and Mythos 5 due to a US government export-control directive over a reported jailbreak technique.

#LLM #cost-optimization #model-selection #Claude

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How we made GitHub Copilot CLI more selective about delegation AI 8.0
GitHub Blog

How we made GitHub Copilot CLI more selective about delegation

GitHub improved Copilot CLI's agentic harness with smarter subagent delegation that reduces unnecessary handoffs between agents. The update, rolled out in v1.0.42, reduced tool failures by 23% and improved P95 wait time by 5% by helping the main agent stay focused when it can move faster alone and delegate only when specialist subagents create real leverage.

#agents #tool-use #LLM #delegation

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Results from the first Anthropic Public Record AI 6.0
Anthropic News

Results from the first Anthropic Public Record

Anthropic published results from its first Public Record initiative, detailing transparency findings and safety research outcomes. The report covers Claude model evaluations, safety testing methodologies, and Anthropic's commitment to public accountability in AI development.

#LLM #evals #safety #transparency

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NVIDIA Achieves Leading Agentic Coding Performance on First Agentic AI Benchmark AI 8.0
NVIDIA Developer Blog

NVIDIA Achieves Leading Agentic Coding Performance on First Agentic AI Benchmark

NVIDIA published results on Artificial Analysis AgentPerf, the first multi-vendor open benchmark for measuring AI agent inference performance on real-world coding tasks. The benchmark profiles agent trajectories and execution complexity, establishing a standard for comparing agentic workload performance across systems.

#agents #benchmarking #inference #agentic AI

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Building Supercharger: How Rocket Close optimized title operations with agentic AI AI 7.0
AWS ML Blog

Building Supercharger: How Rocket Close optimized title operations with agentic AI

Rocket Close built Supercharger, an agentic AI system that automates title examination workflows by centralizing state-specific knowledge and automating research across disparate county records, title guides, and internal systems. The agent reduces manual search time and improves throughput in mortgage title operations by dynamically guiding teams through order processing in natural language.

#agents #agentic AI #workflow automation #knowledge retrieval

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Who gets to be Switzerland in the enterprise agent wars? AI 5.0
The New Stack

Who gets to be Switzerland in the enterprise agent wars?

OutSystems positions itself as a neutral agent orchestration layer that coordinates across enterprise systems of record (SAP, Salesforce, ServiceNow) without owning the underlying data, contrasting with competitors who embed orchestration within their own ecosystems.

#agents #orchestration #enterprise #low-code

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TCS and Anthropic partner to bring Claude to regulated industries AI 5.0
Anthropic News

TCS and Anthropic partner to bring Claude to regulated industries

Tata Consultancy Services (TCS) and Anthropic announced a partnership to deploy Claude in regulated industries, focusing on compliance, security, and industry-specific customization. The collaboration aims to address regulatory requirements and enterprise adoption barriers for Claude in sectors like finance, healthcare, and government.

#LLM #Claude #enterprise #compliance

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Research into how AI can help users understand skin conditions AI 5.0
Google Research Blog

Research into how AI can help users understand skin conditions

Google Research explores AI applications for dermatology, enabling users to better understand skin conditions through machine learning models. The work bridges computer vision and healthcare, demonstrating practical use of foundation models in medical diagnosis support.

#computer vision #healthcare #foundation models #medical AI

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Coding agents have questions, too — so Stack Overflow built them a home AI 6.0
The New Stack

Coding agents have questions, too — so Stack Overflow built them a home

Stack Overflow is adapting to the era of coding agents and LLMs by building a dedicated platform for agents to ask questions and find answers. The platform faces existential pressure as monthly question volume collapsed from 289,000 in early 2014 to low thousands by end of 2025, driven by ChatGPT's superior speed and politeness compared to Stack Overflow's moderation culture.

#agents #LLM #coding #community

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Build a meeting prep and follow-up assistant with Amazon Quick and Cisco Webex MCP servers AI 7.0
AWS ML Blog

Build a meeting prep and follow-up assistant with Amazon Quick and Cisco Webex MCP servers

Amazon Quick and Cisco Webex MCP servers enable building a meeting assistant that gathers context from Webex meetings, transcripts, Vidcast videos, and message threads through a single conversational interface. The agent pre-populates meeting briefs with prior summaries, related content, and unresolved follow-ups, then post-meeting summarizes discussions and drafts follow-up messages.

#agents #MCP servers #tool use #meeting automation

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Deploy Long-Context Reasoning and Agentic Workflows with MiniMax M3 on NVIDIA Accelerated Infrastructure AI 7.0
NVIDIA Developer Blog

Deploy Long-Context Reasoning and Agentic Workflows with MiniMax M3 on NVIDIA Accelerated Infrastructure

MiniMax M3 is a multimodal foundation model supporting long-context reasoning and agentic workflows, deployable on NVIDIA Blackwell and other accelerated infrastructure. The model consolidates separate text, vision, and code pipelines into a single system, reducing complexity and iteration time for enterprise AI applications.

#LLM #multimodal #agents #long-context

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From PDFs to insights: Architecting an intelligent document processing pipeline with AWS generative AI services AI 7.0
AWS ML Blog

From PDFs to insights: Architecting an intelligent document processing pipeline with AWS generative AI services

Amazon Bedrock Data Automation (BDA) provides a unified API for extracting insights from multimodal documents, images, videos, and audio. Unlike OCR-only solutions, BDA classifies documents, extracts structured data with confidence scores, and validates output through a single pipeline supporting up to 3,000 pages and 500 MB per request.

#document processing #multimodal #data extraction #Amazon Bedrock

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Built from the inside out: How AWS Professional Services became a frontier team first AI 6.0
AWS ML Blog

Built from the inside out: How AWS Professional Services became a frontier team first

AWS Professional Services rebuilt its delivery model around AI-native development practices, compressing engagement timelines from months to days by freeing consultants from non-coding overhead and enabling tighter feedback loops. The shift prioritizes which decisions move fast versus require human judgment while maintaining quality at higher execution velocity.

#AI-native development #frontier teams #workflow redesign #productivity

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Introducing the Open Knowledge Format AI 7.0
Google Cloud Blog

Introducing the Open Knowledge Format

Google introduces Open Knowledge Format (OKF) v0.1, a vendor-neutral specification for representing metadata, context, and curated knowledge for AI agents and LLMs. OKF formalizes the LLM-wiki pattern as a portable format using markdown files with YAML frontmatter, requiring no complex compression, runtime, or SDK. The format enables knowledge bases written by different producers to be consumed by different agents without translation.

#LLM #agents #RAG #knowledge representation

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Scaling Security Insights: how we achieved a 10x increase in global scanning capacity DevOps 6.0
Cloudflare Blog

Scaling Security Insights: how we achieved a 10x increase in global scanning capacity

Cloudflare increased Security Insights scanning throughput from 10 to 100 scans per second to enable weekly or more frequent security scans across all accounts and enable automatic scanning for free-tier customers. The system redesign addressed backlog buildup, API timeouts, and process crashes caused by the existing architecture struggling under load.

#observability #security #infrastructure scaling #DevOps

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Run Untrusted AI Agent Code Safely with Azure Container Apps Sandboxes AI 8.0
InfoQ DevOps

Run Untrusted AI Agent Code Safely with Azure Container Apps Sandboxes

Microsoft announced public preview of Azure Container Apps Sandboxes (Microsoft.App/SandboxGroups), a new ARM resource type for running untrusted code generated by AI agents in hardware-isolated environments. Sandboxes start from OCI disk images in under one second, scale to thousands of instances, and incur no cost when idle.

#agents #security #Azure #containers

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Rethinking MDR as Attackers and Defenders Embrace AI Security 5.0
The Hacker News

Rethinking MDR as Attackers and Defenders Embrace AI

The article examines how AI adoption by both attackers and defenders is reshaping managed detection and response (MDR) services. Traditional MDR models struggle to keep pace with AI-accelerated attack campaigns and the volume of alerts they generate.

#MDR #AI #threat-detection #security-operations

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Talk to all your data, wherever it lives AI 7.0
Databricks Blog

Talk to all your data, wherever it lives

Databricks explores agentic AI systems that reason across heterogeneous data sources, addressing the operational challenge of multi-source reasoning in production. The article discusses how agents enable unified query interfaces across data warehouses, lakes, and external APIs.

#agents #agentic AI #data integration #retrieval

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GitHub availability report: May 2026 DevOps 8.0
GitHub Blog

GitHub availability report: May 2026

GitHub reports infrastructure progress: 40% of monolith traffic now on Azure (up from 8% in February), Git traffic at 30%, and database cluster isolation underway. The migration supports rapid growth from AI-assisted and agentic development workflows, with stateless auth tokens rolling out to reduce per-request database load.

#infrastructure #Azure #monolith-migration #database

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Don't just grab random stuff off the internet: What Chainguard found in 52,000 open-source packages Security 7.0
The New Stack

Don't just grab random stuff off the internet: What Chainguard found in 52,000 open-source packages

Chainguard released a source code scanner that detects 'greyware' in open-source packages: code that passes traditional security scans but performs behaviors enterprises would prohibit. The tool addresses risks in agentic development workflows where non-technical users generate applications by pulling arbitrary dependencies without security review.

#supply-chain #security #agents #open-source

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Extract Data with On-demand and Batch Pipelines Dynamically AI 6.0
AWS ML Blog

Extract Data with On-demand and Batch Pipelines Dynamically

AWS demonstrates an intelligent document processing pipeline using Amazon Bedrock with both on-demand and batch inference options for extracting data from scanned PDFs and electronic documents. The solution uses Bedrock Prompt Management to dynamically specify models and prompts at the document level, handling varying formats and enabling cost-optimized batch processing alongside time-sensitive on-demand extraction.

#document processing #Bedrock #batch inference #LLM

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Powering the next era of Confidential AI Cloud 7.0
Google Cloud Blog

Powering the next era of Confidential AI

Google Cloud and Apple collaborated to build a serving platform for Apple's Private Cloud Compute (PCC) on Google Cloud infrastructure, leveraging Google's Confidential Computing portfolio and Titanium security architecture with custom Titan chips. The platform protects data at rest, in transit, and in use within hardware-based Trusted Execution Environments (TEEs).

#Confidential Computing #TEE #Titanium #Private Cloud Compute

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AI is disrupting everything: Where do entry-level tech jobs go now? Other 6.0
The New Stack

AI is disrupting everything: Where do entry-level tech jobs go now?

A Linux Foundation report surveying 400 hiring managers across Europe found AI is driving 27% net hiring growth in tech, but junior roles are contracting 3% as organizations shift toward forward-deployed engineers and senior generalists. Entry-level programming positions, traditionally the on-ramp to software careers, face increasing pressure from AI-generated code and changing team dynamics.

#workforce #hiring #junior roles #forward-deployed engineers

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The manual model breaks: What happens when agents write to production data AI 8.0
The New Stack

The manual model breaks: What happens when agents write to production data

lakeFS announced lakeFS for Agentic AI, a data control plane designed to automate data governance for autonomous agent workloads. The service addresses the breakdown of manual data stewardship when dozens of agents make simultaneous changes at machine speed, faster than human review can catch errors before they propagate.

#agents #data governance #production safety #MLOps

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Geospatial Unbounded: Spatial SQL GA with AI/BI Maps, Delta Sharing, and Iceberg v3 Cloud 7.0
Databricks Blog

Geospatial Unbounded: Spatial SQL GA with AI/BI Maps, Delta Sharing, and Iceberg v3

Databricks announces general availability of Spatial SQL for geospatial queries, integration with AI/BI Maps visualization, Delta Sharing support, and Iceberg v3 compatibility. The release enables location-based analytics workflows like insurance risk assessment and supply-chain optimization directly on Delta Lake.

#spatial-sql #Delta Lake #Iceberg #geospatial

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Beyond the stack trace: why AI requires a new debugging paradigm AI 8.0
The New Stack

Beyond the stack trace: why AI requires a new debugging paradigm

Traditional debugging assumes deterministic code execution with reproducible failures, but LLM-integrated applications are probabilistic systems where identical inputs produce varying outputs based on model parameters, temperature, and context. Stack traces and breakpoints fail when failures lack clear execution paths, requiring new observability and debugging approaches.

#LLM #debugging #observability #inference

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Terraform MCP server is now generally available AI 8.0
HashiCorp Blog

Terraform MCP server is now generally available

HashiCorp has released Terraform MCP server as generally available for HCP Terraform and Terraform Enterprise. The server implements the Model Context Protocol, allowing AI assistants like GitHub Copilot and Claude Code to interact with Terraform, generate infrastructure code from organizational standards, and automate routine infrastructure tasks.

#Terraform #MCP #AI-assistants #infrastructure-as-code

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Making secret scanning more trustworthy: Reducing false positives at scale Security 8.0
GitHub Blog

Making secret scanning more trustworthy: Reducing false positives at scale

GitHub reduces secret scanning false positives using agentic reasoning from Microsoft Security & AI's Agents Offense team. The system applies contextual verification (from Agentic Secret Finder) to pattern and AI-based detections, improving signal-to-noise ratio while maintaining coverage of provider patterns and unstructured secrets.

#secret-scanning #agents #security #false-positives

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Transform dashboards into interactive data experiences with Looker agents AI 7.0
Google Cloud Blog

Transform dashboards into interactive data experiences with Looker agents

Google Cloud introduced Looker dashboard agents in preview, embedding conversational AI agents directly into dashboards to enable natural-language exploration of BI data. Agents leverage dashboard context including applied filters, cross-filters, and pre-curated tiles, with ability to access underlying Explores for additional data.

#agents #Looker #BI #natural language

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Evaluate AI agents systematically with Agent-EvalKit AI 8.0
AWS ML Blog

Evaluate AI agents systematically with Agent-EvalKit

Agent-EvalKit is an open-source Apache 2.0 toolkit that provides infrastructure for evaluating AI agents by tracing full execution paths, tool calls, and intermediate state rather than just final output. It integrates with Claude Code, Kiro CLI, and Kilo Code, bringing evaluation into the development environment with test cases, observability instrumentation, and metrics for assessing faithfulness and tool usage.

#agents #evals #observability #tool-use

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Spot trends faster, sort smarter: Unlocking Sparklines and Custom Sort in Amazon Quick Cloud 5.0
AWS ML Blog

Spot trends faster, sort smarter: Unlocking Sparklines and Custom Sort in Amazon Quick

Amazon QuickSight adds sparklines (inline trend charts in table cells) and custom sort for controls, enabling business-driven ordering in dropdowns and list controls. These features enhance dashboard expressiveness without requiring navigation to separate visualizations, letting users spot patterns directly in tables and organize controls by business priority rather than database order.

#QuickSight #BI #dashboards #visualization

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Optimize blueprint extraction accuracy in Amazon Bedrock Data Automation AI 7.0
AWS ML Blog

Optimize blueprint extraction accuracy in Amazon Bedrock Data Automation

Amazon Bedrock Data Automation now includes blueprint instruction optimization that automatically refines extraction instructions using 3-10 example documents with ground truth values, improving accuracy in minutes without separate model fine-tuning. The feature handles document classification, extraction, normalization, and validation through a single API with customizable blueprints tailored to specific formats and business requirements.

#Bedrock #document processing #data extraction #LLM

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How to delegate 40% of tickets to AI AI 7.0
The New Stack

How to delegate 40% of tickets to AI

The article argues SDLCs must be redesigned to support autonomous agents end-to-end from ticket to production by providing three infrastructure components: rich context (detailed PRD, not just ticket title), guardrails (scope and stopping conditions), and visibility (engineer oversight without log-watching). Current manual approvals and reviews create bottlenecks that prevent agents from operating at their capability level.

#agents #SDLC #automation #CI/CD

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ShinyHunters Targets Education Sector with Oracle PeopleSoft Exploit Security 9.0
Google Cloud Blog

ShinyHunters Targets Education Sector with Oracle PeopleSoft Exploit

Mandiant and Google Threat Intelligence Group identified UNC6240 (ShinyHunters) exploiting CVE-2026-35273, a critical RCE in Oracle PeopleSoft Environment Management (CVSS 9.8), as a zero-day between May 27 and June 9, 2026. The campaign targeted 100+ organizations, 68% in US higher education, using customized MeshCentral agents for lateral movement and defacement.

#CVE-2026-35273 #Oracle PeopleSoft #zero-day #RCE

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Agentic development hinges on verification. For cloud-native software, that is a runtime problem. AI 8.0
The New Stack

Agentic development hinges on verification. For cloud-native software, that is a runtime problem.

As agents transition from interactive (developer-driven) to async (event-triggered, autonomous) execution, verification becomes the bottleneck. Async agents must verify their own work at machine speed before opening PRs, because traditional human review cannot scale to agent output volume. A green test run is insufficient without runtime verification that changes behave correctly in distributed systems.

#agents #verification #testing #async

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AI agents need infrastructure: Why Europe's regional cloud strategy matters Cloud 5.0
The New Stack

AI agents need infrastructure: Why Europe's regional cloud strategy matters

The agentic AI market is forecast to grow from $9.14 billion to $139.19 billion by 2034 at 42% CAGR in Europe. Multi-agent-driven automation replacing standalone models requires enterprise infrastructure and data residency compliance, making regional cloud strategies critical for European businesses deploying autonomous decision-making systems at scale.

#agents #cloud infrastructure #data sovereignty #enterprise

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ThreatsDay Bulletin: Worm Code Leaked, AI Agent Phished, Claude Code Patch + 28 New Stories Security 7.0
The Hacker News

ThreatsDay Bulletin: Worm Code Leaked, AI Agent Phished, Claude Code Patch + 28 New Stories

A weekly threat roundup covering supply chain attack kits in public repos, a $5,000-a-month browser-cloning RAT, and research demonstrating AI agents can be tricked into leaking real credentials. The threat landscape shows increasingly polished attack infrastructure, including mule networks operating like SaaS platforms.

#supply-chain #RAT #AI agents #threat intelligence

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Introducing Verifiable Execution in Dapr 1.18 AI 8.0
CNCF Blog

Introducing Verifiable Execution in Dapr 1.18

Dapr 1.18 introduces Workflow History Signing, Workflow History Propagation, and Workflow Attestation to enable verifiable execution in distributed workflows and AI agents. These capabilities provide tamper-proof execution history, provenance tracking, and chain-of-custody verification for long-running processes and autonomous systems.

#Dapr #workflow-orchestration #AI-agents #attestation

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Transform your AI coding agent into a deterministic Java Spring expert AI 6.0
The New Stack

Transform your AI coding agent into a deterministic Java Spring expert

AI agents struggle with large-scale framework upgrades like Spring Boot 4 due to non-deterministic iteration, compilation errors, and runtime behavior changes. The article advocates for deterministic agent approaches that reduce 1-2 day manual iteration cycles by providing agents with comprehensive framework knowledge, test coverage requirements, and structured upgrade workflows.

#agents #code generation #Java #Spring Boot

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Cleaner AI training data, fewer bugs: Sonar's SonarSweep explained AI 7.0
The New Stack

Cleaner AI training data, fewer bugs: Sonar's SonarSweep explained

Sonar has built SonarSweep to address the garbage-in-garbage-out problem in LLM training data. Public code repositories contain outdated libraries, insecure patterns, and poor practices that models learn indiscriminately, leading to inconsistent code quality in generated outputs. SonarSweep filters training data to ensure models learn from production-ready, secure, and maintainable examples.

#LLM #training-data #code-quality #security

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Docker Hardened Images enhanced vulnerability scanning with Docker and Aikido DevOps 7.0
Docker Blog

Docker Hardened Images enhanced vulnerability scanning with Docker and Aikido

Aikido now scans Docker Hardened Images with built-in VEX support, automatically filtering out vulnerabilities Docker has verified as non-exploitable. This reduces CVE noise for teams using distroless or purpose-built images, addressing the explosion of false-positive findings from AI-generated code and dependency sprawl.

#Docker #vulnerability-scanning #VEX #container-security

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Building and Scaling a Platform with Project-as-a-Service DevOps 5.0
InfoQ DevOps

Building and Scaling a Platform with Project-as-a-Service

An organization shifted from developer autonomy to enablement-focused platform engineering, helping teams solve problems consistently rather than in fragmented ways. The approach prioritizes making the right way the easiest way through intensive collaboration and team confidence-building.

#platform engineering #developer experience #enablement #scaling

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10 Indispensable Prompts Our Team Refuses to Build Without AI 6.0
Google Cloud Blog

10 Indispensable Prompts Our Team Refuses to Build Without

Google engineers share 10 production prompts they use repeatedly across projects, including a spec-building prompt that acts as a cynical Principal Architect to surface technical and UX considerations before implementation. The post emphasizes that high-performing teams don't improvise prompts but instead refine and reuse a curated set of templates across nearly every project.

#prompt engineering #LLM #best practices #workflow

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How frontier teams are reinventing AI-native development AI 7.0
AWS ML Blog

How frontier teams are reinventing AI-native development

AWS describes how frontier teams achieve 4.5x to 10x+ productivity gains by treating AI as the foundation of development rather than a coding shortcut, with one Amazon Bedrock team shipping more production code in five months than the previous ten years. The bottleneck is not code generation but agent access to knowledge and team restructuring around AI workflows, with three paths outlined for AI-native development.

#agents #software engineering #productivity #CI/CD

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OpenAI to acquire Ona AI 7.0
OpenAI Blog

OpenAI to acquire Ona

OpenAI plans to acquire Ona to expand Codex with secure, persistent cloud environments enabling long-running AI agents across enterprise workflows. The acquisition adds infrastructure capabilities for sustained agent execution in production environments.

#agents #Codex #infrastructure #acquisition

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BBVA puts AI at the core of banking with OpenAI AI 5.0
OpenAI Blog

BBVA puts AI at the core of banking with OpenAI

BBVA deployed ChatGPT Enterprise across 100,000 employees to transform banking operations. The partnership demonstrates scaled LLM adoption in a regulated industry with focus on customer-facing and internal productivity applications.

#LLM #enterprise #ChatGPT #banking

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Scaling AI Through Data Fluency AI 5.0
Databricks Blog

Scaling AI Through Data Fluency

Databricks discusses how data fluency (understanding data lineage, quality, and governance) enables organizations to scale AI applications reliably, using aviation industry examples of data-intensive AI workloads.

#data governance #data quality #MLOps #lineage

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New framework for auditing machine unlearning AI 7.0
Google Research Blog

New framework for auditing machine unlearning

Google Research presents a framework for evaluating machine unlearning algorithms, addressing the challenge of verifying that models have effectively forgotten specific data while maintaining performance on retained data.

#unlearning #evals #privacy #model auditing

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Observability overload is drowning engineers AI 6.0
The New Stack

Observability overload is drowning engineers

The article argues that modern observability stacks generate so much data that engineers spend more time hunting through logs and traces than resolving incidents. It proposes AI-driven systems that can parse observability data autonomously and either execute fixes or suggest remediation paths, replacing manual log analysis with intelligent triage.

#observability #AI #incident response #automation

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Fable 5: Guardrails and burn rate are annoying users, who say it's still better than Opus 4.8 AI 7.0
The New Stack

Fable 5: Guardrails and burn rate are annoying users, who say it's still better than Opus 4.8

Anthropic released Fable 5, a Mythos-class model with longer autonomous execution, enhanced memory, and improved coding skills. Pricing is $10/M input and $50/M output tokens through June 22, then switches to usage credits. Early feedback praises performance but criticizes conservative guardrails, short usage windows, and mandatory data retention.

#LLM #Claude #model release #pricing

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The Anthropic leader who built Claude Code says he ditched prompting — now he just writes loops. AI 9.0
The New Stack

The Anthropic leader who built Claude Code says he ditched prompting — now he just writes loops.

Boris Cherny, head of Claude Code at Anthropic, describes a shift from interactive prompting to loop engineering: designing orchestration patterns that combine scheduled execution, isolated workspaces, verifier agents, and persistent memory to transform coding agents into autonomous workers. Google's Addy Osmani formalized the pattern, replacing human-as-scheduler with agent-as-executor.

#agents #prompt engineering #orchestration #autonomous systems

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Deep dive: How Lightning Engine delivers 4.9x faster Apache Spark performance Cloud 7.0
Google Cloud Blog

Deep dive: How Lightning Engine delivers 4.9x faster Apache Spark performance

Google Cloud announces general availability of Lightning Engine for Managed Service for Apache Spark, delivering up to 4.9x faster performance and 2x better price-performance than alternatives. The engine is fully compatible with existing Spark workloads, requires zero code changes, and has been validated across over one million real-world jobs for production stability.

#Apache Spark #data processing #performance #serverless

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AWS can now mathematically prove your VMs are isolated Cloud 8.0
The New Stack

AWS can now mathematically prove your VMs are isolated

AWS announced Graviton5 GA with M9g and M9gd EC2 instances, doubling Graviton4 core count from 96 to 192 cores and delivering 25% better compute performance. More significantly, the sixth-generation Nitro System includes the Nitro Isolation Engine, a formally verified separation kernel whose sole job is VM-to-VM isolation, enabling mathematical proof of hypervisor security.

#Graviton5 #Nitro #formal verification #hypervisor security

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Microsoft pulled 73 GitHub repos after malware attack — but still won't say who's compromised Security 9.0
The New Stack

Microsoft pulled 73 GitHub repos after malware attack — but still won't say who's compromised

Microsoft shut down 73 GitHub repositories after a malware attack that stole developer credentials when repositories were opened in AI coding agents (Claude Code, Gemini CLI, Cursor). A malicious commit in the durabletask repository triggered the takedown. Microsoft has not disclosed how many developers were affected or provided detailed incident timeline.

#security #malware #supply-chain #credential theft

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Give GitHub Copilot CLI real code intelligence with language servers AI 8.0
GitHub Blog

Give GitHub Copilot CLI real code intelligence with language servers

GitHub Copilot CLI now integrates Language Server Protocol (LSP) via an LSP Setup skill, replacing heuristic bytecode extraction and text search with structured code understanding. The skill automates LSP server installation and configuration for 14 languages, enabling agents to resolve types, find definitions, and extract APIs with precision instead of grepping JAR files or walking node_modules.

#agents #tool use #LSP #code understanding

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AI Serving Platform That Adapts to Your Model AI 7.0
Databricks Blog

AI Serving Platform That Adapts to Your Model

Databricks describes an inference serving platform that automatically adapts to model characteristics (batch size, latency requirements, hardware) rather than forcing models into fixed serving patterns, reducing operational complexity.

#inference #serving #model deployment #MLOps

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Stop hand-tuning kernels: How Neuron Agentic Development accelerates AWS Trainium optimizations AI 8.0
AWS ML Blog

Stop hand-tuning kernels: How Neuron Agentic Development accelerates AWS Trainium optimizations

AWS announces Neuron Agentic Development, a collection of AI agents integrated with Kiro and Claude that automate kernel authoring, debugging, and profiling for Trainium and Inferentia hardware via the Neuron Kernel Interface (NKI). This removes the barrier of deep chip-level expertise, enabling ML engineers to write hardware-aware kernels and diagnose bottlenecks without months of architecture-specific ramp-up.

#agents #kernel optimization #Trainium #Inferentia

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Build an AI-Powered Equipment Repair Assistant Using Amazon Bedrock AgentCore AI 6.0
AWS ML Blog

Build an AI-Powered Equipment Repair Assistant Using Amazon Bedrock AgentCore

AWS demonstrates an equipment repair assistant built on Bedrock AgentCore using Amazon Nova 2 Lite, Bedrock Knowledge Base for RAG over manufacturer documentation, and AgentCore Memory for multi-turn conversation persistence. The solution helps farm technicians diagnose equipment issues and access repair procedures via natural language, reducing downtime and site visits.

#agents #RAG #Bedrock #Nova

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Now available: Amazon EC2 M9g and M9gd instances powered by new AWS Graviton5 processors Cloud 7.0
AWS News

Now available: Amazon EC2 M9g and M9gd instances powered by new AWS Graviton5 processors

AWS Graviton5-powered M9g and M9gd EC2 instances are now generally available, delivering 36-60% performance gains over prior generations across ClickHouse, Honeycomb, and HubSpot production workloads with zero code changes. M9gd adds high-speed NVMe SSD storage for latency-sensitive applications. Graviton5 is positioned as AWS's most powerful and energy-efficient custom silicon, now powering over 350 instance types across 120,000+ customers.

#Graviton #EC2 #ARM #performance

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Who Runs the Ransomware Group 'The Gentlemen?' Security 6.0
Krebs on Security

Who Runs the Ransomware Group 'The Gentlemen?'

The Gentlemen ransomware-as-a-service gang has become the second most active ransomware group by victim count, claiming 332+ victims since mid-2025 and 240+ in 2026 alone. The group attracts affiliates with a 90/10 revenue split (vs. industry standard 80/20) and targets internet-facing devices like VPNs and firewalls for rapid network encryption.

#ransomware #RaaS #threat intelligence #affiliate recruitment

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Databricks wants to kill the "email me a file" problem for AI agent skills AI 7.0
The New Stack

Databricks wants to kill the "email me a file" problem for AI agent skills

Databricks launched OpenSharing, a successor to Delta Sharing that extends zero-copy data sharing to agent skills, AI models, and unstructured data. The protocol now supports Apache Iceberg REST Catalog clients and on-premises vendors (Everpure, MinIO, Qumulo). OpenSharing is now a Linux Foundation project, building on MCP, Agent2Agent, and Anthropic's open Agent Skills spec.

#agents #data sharing #OpenSharing #agent skills

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Ramp bets forward deployed engineers can do what off-the-shelf finance AI can't AI 7.0
The New Stack

Ramp bets forward deployed engineers can do what off-the-shelf finance AI can't

Ramp launches Applied AI Solutions, a high-touch services offering that embeds Ramp engineers within enterprise finance teams to build and deploy AI agents for accounts payable, procurement, and close workflows. The service pulls context from ERPs and approval chains to build agents that integrate into existing systems, representing a shift from Ramp's self-serve SaaS model toward embedded engineering.

#agents #AI infrastructure #finance automation #forward deployed engineers

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Route public traffic to private applications with Cloudflare Cloud 7.0
Cloudflare Blog

Route public traffic to private applications with Cloudflare

Cloudflare launched Application Services for Private Origins (closed beta), enabling secure routing of traffic to private applications without exposing them to the public Internet. The service extends WAF, bot management, rate limiting, caching, and Workers to internal APIs, AI agent backends, MCP servers, and operational tools.

#Cloudflare #private networking #WAF #security

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Investing in multi-agent AI safety research AI 6.0
DeepMind

Investing in multi-agent AI safety research

Google DeepMind announces $10M funding initiative for multi-agent AI safety research. Focus areas include coordination, emergent behaviors, and safety properties in systems with multiple interacting agents.

#AI safety #multi-agent #research funding #agents

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Microsoft Patches Record 206 Flaws, Including Three Zero-Days and Critical RCE Bugs Security 8.0
The Hacker News

Microsoft Patches Record 206 Flaws, Including Three Zero-Days and Critical RCE Bugs

Microsoft released patches for a record 206 vulnerabilities including 39 Critical and 167 Important severity flaws, with three zero-days disclosed at release time. The patch set includes 56 remote code execution, 63 privilege escalation, and 30 information disclosure vulnerabilities across its software portfolio.

#CVE #zero-day #RCE #privilege escalation

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Azure API Management Ships Unified Model API and MCP Content Safety at Build 2026 AI 8.0
InfoQ DevOps

Azure API Management Ships Unified Model API and MCP Content Safety at Build 2026

Azure API Management released a Unified Model API that translates client requests into format-specific calls to Anthropic, Vertex AI, and other LLM backends. Content safety policies now cover MCP tool calls and Agent-to-Agent payloads, with token metrics tracking reasoning, cached, and audio tokens across providers.

#LLM gateway #API management #MCP #content safety

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Anthropic Releases Claude Fable 5, Its Most Powerful AI Yet, With Cyber Safeguards AI 8.0
The Hacker News

Anthropic Releases Claude Fable 5, Its Most Powerful AI Yet, With Cyber Safeguards

Anthropic released Claude Fable 5, its most capable model to date, with an unusual dual-product strategy: the public Claude Fable 5 includes safety classifiers, while Claude Mythos 5 (same underlying model with safeguards removed) is restricted to vetted cybersecurity researchers. This approach separates capability from safety policy rather than building different models.

#LLM #foundation model #safety #Claude

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Choosing your surface: Antigravity 2.0, Antigravity CLI, Antigravity IDE, or Antigravity SDK AI 6.0
Google Cloud Blog

Choosing your surface: Antigravity 2.0, Antigravity CLI, Antigravity IDE, or Antigravity SDK

Google Cloud details four interfaces for Antigravity autonomous agents: a desktop app for multi-project orchestration, a CLI for terminal workflows, an IDE for code-alongside-agent editing, and a Python SDK for custom agent development. Each surface targets different workflows from headless execution to direct code authoring.

#agents #autonomous agents #tool-use #orchestration

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Microsoft Defender RoguePlanet Zero-Day Grants SYSTEM Access on Updated Windows Security 9.0
The Hacker News

Microsoft Defender RoguePlanet Zero-Day Grants SYSTEM Access on Updated Windows

Security researcher Chaotic Eclipse released a proof-of-concept exploit for RoguePlanet, a Microsoft Defender zero-day leveraging a race condition to achieve SYSTEM-level access on updated Windows systems. The researcher claims 100% success rate on certain configurations despite the inherent race-condition variability.

#CVE #zero-day #Windows #privilege escalation

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A Record-Breaking Patch Tuesday for June 2026 Security 7.0
Krebs on Security

A Record-Breaking Patch Tuesday for June 2026

Microsoft released nearly 200 security fixes in June 2026 Patch Tuesday, including 36 critical vulnerabilities and at least 3 with public exploits. AI tools are accelerating vulnerability discovery by both defenders and researchers, making this record patch volume likely the new norm.

#CVE #patch management #AI vulnerability discovery #zero-day

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Scale Robot Reinforcement Learning with NVIDIA Isaac Lab on Amazon SageMaker AI AI 7.0
AWS ML Blog

Scale Robot Reinforcement Learning with NVIDIA Isaac Lab on Amazon SageMaker AI

AWS demonstrates training robot policies for humanoid locomotion using NVIDIA Isaac Lab on SageMaker HyperPod and Training Jobs, compressing months of simulation into hours by offloading infrastructure management. The post covers how GPU-accelerated simulation and distributed training reduce iteration time for physical AI workloads without requiring teams to maintain compute clusters.

#reinforcement learning #robotics #distributed training #GPU

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Git real: AI agents aren't just for solo developers anymore AI 8.0
The New Stack

Git real: AI agents aren't just for solo developers anymore

Three vendors (Cognition, Microsoft, Augment Code) released team-scale coding agents in early June 2026: Devin Desktop for console management, Rayfin for deployment governance, and Cosmos for agent fleet coordination. Coding agents are shifting from personal tools to shared team infrastructure with PR-like review and policy layers.

#agents #coding agents #team infrastructure #CI/CD

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Delivering Lifecycle Control for AI Infrastructure at Scale with NVIDIA DGX Spark Enterprise Manageability AI 5.0
NVIDIA Developer Blog

Delivering Lifecycle Control for AI Infrastructure at Scale with NVIDIA DGX Spark Enterprise Manageability

NVIDIA DGX Spark Enterprise adds provisioning, observability, security, and lifecycle management capabilities for large-scale AI infrastructure deployments. The announcement covers operational tooling that treats AI systems with the same rigor as traditional enterprise infrastructure.

#AI infrastructure #MLOps #observability #provisioning

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Spring is 23 years old. AI just made it a security emergency. Security 8.0
The New Stack

Spring is 23 years old. AI just made it a security emergency.

Broadcom announced the largest set of Spring Framework security updates in its 23-year history, driven by a 1,700% spike in monthly CVE reports from March to April 2026. Foundation models analyzing codebases at scale have accelerated vulnerability discovery, shifting the bottleneck from finding bugs to patching them fast enough.

#security #CVE #LLM #vulnerability detection

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Anthropic Claude Fable 5 on AWS: Mythos-class capabilities with built-in safeguards now available AI 8.0
AWS News

Anthropic Claude Fable 5 on AWS: Mythos-class capabilities with built-in safeguards now available

Claude Fable 5 is now available on Amazon Bedrock and Claude Platform on AWS, delivering state-of-the-art performance on benchmarks with long-running asynchronous execution, advanced vision capabilities for diagrams and PDFs, and proactive self-verification. The model handles complex software engineering and knowledge work tasks, with vision-based output critique and the ability to develop its own evaluation harnesses.

#LLM #Claude #Bedrock #vision

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Claude Fable 5 available today in Microsoft Foundry: Powering the next era of autonomous agents AI 7.0
Azure Blog

Claude Fable 5 available today in Microsoft Foundry: Powering the next era of autonomous agents

Anthropic's Claude Fable 5 is now available in Microsoft Foundry, powering agents in GitHub Copilot and Foundry Agent Service. Fable 5 is optimized for long-running multi-stage tasks like code refactoring and research synthesis, and integrates with Microsoft IQ to reason over organizational data across Power BI and applications.

#LLM #agents #Claude #autonomous agents

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Hands-free first notice of loss: Using Strands Agents and Amazon Bedrock AgentCore Browser Tool for intelligent claims intake AI 6.0
AWS ML Blog

Hands-free first notice of loss: Using Strands Agents and Amazon Bedrock AgentCore Browser Tool for intelligent claims intake

Strands Agents and Amazon Bedrock AgentCore's Browser Tool automate multimodal FNOL evidence processing, extracting and tagging photos, videos, documents, and notes into decision-ready intake without manual portal navigation. The solution reduces adjuster time on repetitive validation tasks and accelerates claim cycle time during volume spikes.

#agents #multimodal #tool use #insurance

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Build an agentic incident triage assistant with Amazon Quick and New Relic AI 7.0
AWS ML Blog

Build an agentic incident triage assistant with Amazon Quick and New Relic

Amazon Quick agents integrate with New Relic's Model Context Protocol server and Asana to automate incident triage, gathering evidence, assembling root cause analysis briefs, and creating tracked tasks from a single prompt. Internal testing on New Relic's own applications showed reduced evidence-gathering time and faster MTTR.

#agents #tool use #incident response #observability

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Detecting and containing AI-powered threats with Google Security Operations agents Security 7.0
Google Cloud Blog

Detecting and containing AI-powered threats with Google Security Operations agents

Google Security Operations integrates with AI Threat Defense to autonomously detect and contain AI-accelerated threats using compensating controls and proactive security. The system addresses the remediation gap where mean time to exploit has dropped to minus seven days, exploiting vulnerabilities before patches release.

#security #agents #threat-detection #AI-powered-attacks

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HCP Packer adds enforced provisioners DevOps 6.0
HashiCorp Blog

HCP Packer adds enforced provisioners

HCP Packer now supports enforced provisioners, allowing platform and security teams to centrally define mandatory provisioning logic that applies across all image builds. This ensures hardening, compliance controls, and security standards remain intact as golden images (AMIs, VMs, containers) flow through the organization.

#image governance #golden images #compliance #infrastructure

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Storage Insights datasets: Enabling org-wide operational discovery with activity insights Cloud 5.0
Google Cloud Blog

Storage Insights datasets: Enabling org-wide operational discovery with activity insights

Google Cloud Storage Insights now includes activity insights providing visibility into operational details of storage assets with daily metadata and frequent activity logs (typically within four hours). The feature enables data-driven cost optimization and troubleshooting for multi-billion object storage estates.

#Cloud Storage #observability #cost-optimization #metadata

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Powering the future of robotics in Europe Other 5.0
DeepMind

Powering the future of robotics in Europe

DeepMind announces AI research and infrastructure initiatives supporting robotics development across Europe. The post covers partnerships, research directions, and compute resources for advancing embodied AI and robot learning.

#robotics #embodied AI #research #infrastructure

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How long before we stop reading the code? AI 8.0
The New Stack

How long before we stop reading the code?

AI code generation has broken traditional code review as a quality gate. Teams with high AI adoption merge 98% more PRs while review times climb 91%, and Microsoft research shows review comments become less useful as diffs grow. The article argues for moving human oversight upstream to intent and specs before code is written.

#AI code generation #code review #LLM agents #quality gates

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Presentation: Confidently Automating Changes Across a Diverse Fleet DevOps 7.0
InfoQ DevOps

Presentation: Confidently Automating Changes Across a Diverse Fleet

Netflix engineer Casey Bleifer presents an event-driven orchestration platform for automated code changes across a massive, diverse software fleet. The system uses composable steps, automated canary validation, compliance checks, and a custom confidence metric to eliminate manual engineering migrations.

#DevOps #automation #canary-deployment #orchestration

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Researchers Build Self-Replicating AI Worm That Operates Entirely on Local, Open-Weight Models AI 9.0
The Hacker News

Researchers Build Self-Replicating AI Worm That Operates Entirely on Local, Open-Weight Models

University of Toronto researchers demonstrated a proof-of-concept AI worm using locally hosted open-weight LLMs to autonomously traverse networks, generate attack strategies per target, and self-replicate without human intervention or commercial AI services. The work highlights risks of open-weight model deployment in networked environments.

#LLM #agents #security #open-weight

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The Hidden Security Risk in Modern Networks: The Work Between Tools Security 5.0
The Hacker News

The Hidden Security Risk in Modern Networks: The Work Between Tools

The article discusses gaps in visibility and automation between security tools in modern networks, where organizations deploy AI and automation yet still experience long outages and slow threat response. It highlights the integration and orchestration challenges that persist despite expanded tooling coverage.

#observability #security-operations #automation #tool-integration

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The tokenmaxxing party is over, and Revenium is mopping up AI 7.0
The New Stack

The tokenmaxxing party is over, and Revenium is mopping up

After 18 months of unchecked LLM adoption and token consumption racing, enterprises now face massive unforecasted cloud bills. Revenium provides cost observability for AI workloads, tracking token usage and correlating it to business outcomes rather than raw consumption metrics.

#LLM cost #observability #token accounting #cloud billing

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With great AI power comes the need for zero trust responsibility Security 8.0
HashiCorp Blog

With great AI power comes the need for zero trust responsibility

Claude Mythos, an AI model under Project Glasswing, has found 10,000+ critical vulnerabilities autonomously, but the same reasoning and exploit-construction capabilities pose a dual-use risk. The article outlines a new threat model where AI agents discover credentials and pivot through infrastructure in minutes, faster than human security teams can respond.

#AI security #threat modeling #autonomous agents #zero trust

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Defend against frontier cyber models: Cloudflare's architecture as customer zero Security 8.0
Cloudflare Blog

Defend against frontier cyber models: Cloudflare's architecture as customer zero

Cloudflare details defensive architecture against frontier AI models like Mythos that accelerate vulnerability discovery and exploit chain reasoning. The post emphasizes that architectural layering and compensating controls matter more than patch speed, with Cloudflare's own stack serving as the reference implementation.

#security #frontier-models #architecture #vulnerability-management

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Migrating Your GitHub CI to Hugging Face Jobs DevOps 6.0
Hugging Face Blog

Migrating Your GitHub CI to Hugging Face Jobs

Hugging Face Jobs provides a managed CI/CD alternative to GitHub Actions for training and inference workloads. The post walks through migrating existing GitHub CI pipelines to Hugging Face's infrastructure, covering job configuration, resource allocation, and cost considerations.

#CI/CD #MLOps #infrastructure #Hugging Face Jobs

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Tech Companies Are Acquiring My Favorite Tools Other 5.0
Tower of Kubes

Tech Companies Are Acquiring My Favorite Tools

Major AI and infrastructure companies are consolidating developer tooling: Anthropic acquired Bun (JavaScript runtime), Cloudflare acquired Astro (web framework) and VoidZero, and OpenAI acquired Astral (Python tooling). The article reflects on how venture-backed developer tools are being absorbed into larger platforms rather than remaining independent.

#acquisitions #developer tools #consolidation #JavaScript

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AWS Weekly Roundup: BYOM for Amazon RDS for SQL Server, AWS IoT Device SDK for Swift, and more (June 8, 2026) Cloud 5.0
AWS News

AWS Weekly Roundup: BYOM for Amazon RDS for SQL Server, AWS IoT Device SDK for Swift, and more (June 8, 2026)

AWS IoT Device SDK for Swift reaches GA with MQTT 5, Device Shadow, Jobs, and fleet provisioning for macOS, iOS, tvOS, and Linux. Amazon RDS for SQL Server now supports Bring Your Own Media (BYOM) via Microsoft License Mobility, integrated with AWS License Manager. Amazon Cognito adds multi-Region replication for user and machine identity data.

#Swift #IoT #RDS #Cognito

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One-Character Linux Kernel Flaw Enables Local Root Access, Exploits Now Public Security 9.0
The Hacker News

One-Character Linux Kernel Flaw Enables Local Root Access, Exploits Now Public

CVE-2026-23111, a use-after-free in the Linux kernel's nf_tables packet-filtering code, allows unprivileged local users to escalate to root and escape containers. Patched upstream February 5, 2026, Exodus Intelligence published a full working exploit on June 8, making the vulnerability immediately actionable for attackers.

#CVE #Linux kernel #privilege escalation #container escape

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5 Software Supply Chain Security Best Practices for Development Teams Security 6.0
Docker Blog

5 Software Supply Chain Security Best Practices for Development Teams

Docker outlines five supply-chain security practices for container-based workloads: trusted minimal base images with pinned dependencies by digest, build provenance verification via cryptographic attestations and SBOMs, vulnerability analysis integration, access controls, and continuous monitoring. The article cites 99% of 2025 npm malware and the first self-replicating npm worm as motivation.

#supply-chain security #container security #SBOM #build provenance

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How AI is solving the memory crunch it created AI 6.0
The New Stack

How AI is solving the memory crunch it created

Memory has become the primary constraint for AI workloads as HBM and DRAM costs have surged 170% year-over-year. Enterprises are shifting from over-provisioning to data-driven optimization strategies, using AI itself to optimize memory placement and virtualization economics across workloads. HPE and other vendors are applying AI to help teams run existing infrastructure more efficiently without new hardware procurement.

#AI infrastructure #memory optimization #virtualization #workload placement

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Microsoft's pitch to enterprises: Ditch Azure Repos for GitHub, despite its rocky reliability record DevOps 7.0
The New Stack

Microsoft's pitch to enterprises: Ditch Azure Repos for GitHub, despite its rocky reliability record

Microsoft is promoting Enterprise Live Migrations (ELM), a tool in limited preview that eliminates downtime when migrating large repositories from Azure Repos to GitHub. GitHub now processes 1.4 billion commits monthly (up from 1 billion annually), with AI agents generating 17+ million pull requests monthly, straining infrastructure. Microsoft is consolidating on GitHub despite recent outages affecting Actions CI/CD pipelines.

#GitHub #CI/CD #migration #DevOps

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Claude Code's biggest upgrade yet ran 5 agents at once — here's what happened AI 8.0
The New Stack

Claude Code's biggest upgrade yet ran 5 agents at once — here's what happened

Anthropic shipped Claude Opus 4.8 with dynamic workflows, allowing Claude to orchestrate hundreds of parallel subagents in a single session. The key architectural change moves orchestration logic into a separate script rather than Claude's context window, enabling massive parallelism without context bloat. Anthropic claims work normally spanning quarters now completes in days.

#agents #multi-agent orchestration #Claude #LLM

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AWS Releases Next Generation of Amazon OpenSearch Serverless Cloud 7.0
InfoQ DevOps

AWS Releases Next Generation of Amazon OpenSearch Serverless

AWS announced general availability of next-generation OpenSearch Serverless with 20x faster resource provisioning, true scale-to-zero, and up to 60% lower cost than provisioned clusters at peak load. The redesigned architecture improves operational efficiency for search and analytics workloads.

#OpenSearch #serverless #AWS #cost optimization

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Unlocking AI flexibility in Europe: A guide to cross-region inference for EU data processing and model access AI 7.0
AWS ML Blog

Unlocking AI flexibility in Europe: A guide to cross-region inference for EU data processing and model access

Cross-Region Inference (CRIS) on Amazon Bedrock automatically routes model requests across multiple AWS Regions within geographic boundaries to optimize throughput and latency while meeting GDPR and data residency requirements. Inference profiles define which Regions requests can route to, enabling resilient generative AI applications across Europe.

#Bedrock #inference #GDPR #multi-region

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It's safe to close your laptop now: Hosting coding agents on Amazon Bedrock AgentCore AI 8.0
AWS ML Blog

It's safe to close your laptop now: Hosting coding agents on Amazon Bedrock AgentCore

Amazon Bedrock AgentCore Runtime provides isolated Linux microVMs with persistent workspaces, real shells, and deterministic execution for hosting coding agents (Claude Code, Codex, Kiro, Gemini CLI, Cursor CLI). It includes identity layers for user-scoped agent actions and a gateway for unified tool access (GitHub, Jira, Slack) via Model Context Protocol.

#agents #Bedrock #coding #sandbox

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Better decisions at scale: How mathematical optimization delivers where intuition fails AI 6.0
AWS ML Blog

Better decisions at scale: How mathematical optimization delivers where intuition fails

AWS Generative AI Innovation Center applies mathematical optimization, a specialized AI subfield complementary to ML, to solve high-stakes enterprise problems like delivery routing, robot sequencing, and workforce scheduling. The approach combines expertise in optimization, quantum computing, and high-performance computing to find solutions with mathematical certainty where intuition fails.

#optimization #AI #quantum #decision-making

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End-to-end encrypted ML inference with Amazon SageMaker AI and FHE AI 8.0
AWS ML Blog

End-to-end encrypted ML inference with Amazon SageMaker AI and FHE

Amazon SageMaker AI now supports fully homomorphic encryption (FHE) for end-to-end encrypted ML inference, allowing models to process encrypted queries and produce encrypted predictions without decryption. Queries, responses, and intermediate values remain encrypted and unreadable to SageMaker itself, enabling privacy-preserving inference for healthcare, energy, and other regulated sectors.

#SageMaker #FHE #encryption #privacy

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Evaluate your Amazon Nova Sonic voice agent at scale, no microphone required AI 7.0
AWS ML Blog

Evaluate your Amazon Nova Sonic voice agent at scale, no microphone required

Amazon Nova Sonic voice agent evaluation framework enables automated testing at scale without manual microphone interaction. Addresses voice agent testing gaps: non-deterministic streaming audio, multi-turn context, real-time tool use. Provides regression suite capability and edge-case coverage across hundreds of conversation scenarios.

#voice agents #evals #Nova #testing

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For years, Apache Cassandra handed this work to your team — 6.0 takes it back Engineering 7.0
The New Stack

For years, Apache Cassandra handed this work to your team — 6.0 takes it back

Apache Cassandra 6.0 (in alpha) shifts focus from new capabilities to automating work previously delegated to application code. The release tackles multi-partition coordination, consistency guarantees, and partial failure handling that developers have historically managed themselves. Building on 5.0's vector indexing and storage-attached indexes, 6.0 positions Cassandra as a more complete platform for AI workloads and complex distributed workflows.

#Cassandra #NoSQL #distributed systems #coordination

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Paving the way for agents in biology AI 7.0
Anthropic Research

Paving the way for agents in biology

Anthropic research explores the application of AI agents to biological research and discovery. The work addresses how agents can be grounded in domain knowledge and structured data for scientific workflows.

#agents #biology #research #domain grounding

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AI Phishing Is Crushing SOCs with Alert Volume: How to Reduce Tier 1 Overload Security 5.0
The Hacker News

AI Phishing Is Crushing SOCs with Alert Volume: How to Reduce Tier 1 Overload

The article examines how AI-powered phishing generation has dramatically increased alert volume for security operations centers, with attackers creating convincing emails and fake login pages in minutes. Tier 1 analysts face queue overload, making it easier for credential theft and malware delivery to slip through.

#phishing #SOC operations #alert fatigue #AI-generated attacks

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"A dangerous combination": The 2 factors that can "corrupt" AI agent workflows AI 7.0
The New Stack

"A dangerous combination": The 2 factors that can "corrupt" AI agent workflows

AI agents operating in production require rethinking identity and access management (IAM) because they perform dynamic, continuous, and unpredictable actions across infrastructure and APIs unlike traditional human users. HashiCorp (now IBM) and others are adapting IAM tooling to handle agent-driven access patterns, tool invocation, and cross-service resource access with fine-grained authorization. The article highlights how legacy IAM models fail to account for agent autonomy and speed.

#agents #IAM #security #access control

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Turning Cloudflare's threat indicators into real-time WAF rules Security 7.0
Cloudflare Blog

Turning Cloudflare's threat indicators into real-time WAF rules

Cloudflare integrated its Threat Events intelligence directly into WAF rule logic, allowing security teams to write proactive rules that block traffic from known threat actors, target industries, and attack types without manual configuration. Rules now populate threat context fields at request ingestion time.

#WAF #threat intelligence #security automation #DDoS

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With Foundry, Microsoft bets the enterprise AI battle is about reliability, not capability AI 8.0
The New Stack

With Foundry, Microsoft bets the enterprise AI battle is about reliability, not capability

Microsoft shipped major updates to Foundry at Build 2026 targeting production reliability over raw capability: hosted agent infrastructure via Foundry Agent Service, evaluation tooling, governance specs, memory management, knowledge retrieval, and expanded model options. The platform now spans runtime, observability, and governance layers needed for enterprise agents operating under real load, compliance, and data constraints.

#agents #Microsoft Foundry #LLM #governance

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The Hardest Fork Security 6.0
The Hacker News

The Hardest Fork

A security researcher discusses Mythos, a novel vulnerability chain combining dozens of existing SAST-detectable issues into a sophisticated attack. The finding represents creative exploitation rather than zero-days, raising questions about supply-chain risk and the limits of static analysis tooling.

#vulnerability #supply-chain #SAST #security research

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Microsoft unlocks Visual Studio for developers left behind by its own AI AI 7.0
The New Stack

Microsoft unlocks Visual Studio for developers left behind by its own AI

Microsoft announced updates to Visual Studio at Build 2026 enabling agents to participate in development workflows (debugging, profiling, testing, merge conflict resolution, .NET modernization) and introducing bring-your-own-key (BYOK) support for custom or locally-hosted AI models. BYOK removes the lock-in to Microsoft-sanctioned endpoints, allowing teams with compliance or infrastructure constraints to use alternative models.

#Visual Studio #AI agents #IDE #BYOK

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Breaking free of a single datacenter: Practical geo-distributed AI operations with the k0smos platforms AI 7.0
CNCF Blog

Breaking free of a single datacenter: Practical geo-distributed AI operations with the k0smos platforms

The article examines how Kubernetes has become the de facto orchestration layer for AI workloads, with k0smos platforms enabling geo-distributed training and inference across fragmented on-prem, cloud, and edge resources. It addresses the infrastructure challenges of managing GPU-heavy workloads across multiple datacenters, cluster lifecycles, cross-site connectivity, and heterogeneous hardware like NVLink interconnects.

#Kubernetes #AI infrastructure #distributed systems #GPU orchestration

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Benchmarking KubeVirt performance with virtbench DevOps 7.0
CNCF Blog

Benchmarking KubeVirt performance with virtbench

The CNCF released virtbench, an open-source CLI benchmarking toolkit for KubeVirt clusters that measures VM-specific operational metrics like Time-to-Ready, burst capacity under concurrent VM creation, and live migration stun time. Standard Kubernetes observability tools miss VM-class workload degradation because pod readiness does not equal guest OS network accessibility.

#KubeVirt #benchmarking #observability #VM workloads

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Microsoft Discovery Reaches GA on Azure, Powering the Agentic AI Behind Majorana 2 Quantum Chip AI 7.0
InfoQ DevOps

Microsoft Discovery Reaches GA on Azure, Powering the Agentic AI Behind Majorana 2 Quantum Chip

Microsoft announced general availability of Discovery, an Azure platform for deploying autonomous AI agent teams in scientific R&D. The platform powered development of Majorana 2, a topological quantum chip achieving 1,000x reliability improvement with 20-second qubit lifetimes. Microsoft now targets a scalable quantum computer by 2029, halving its original timeline.

#agents #AI infrastructure #Azure #quantum

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Microsoft Launches Logic Apps Automation at Build 2026 AI 7.0
InfoQ DevOps

Microsoft Launches Logic Apps Automation at Build 2026

Microsoft announced Logic Apps Automation, a new managed SaaS SKU at auto.azure.com combining workflows, AI agents, knowledge services, and model access. Agents integrate via agent-loop orchestration and Foundry agents with managed sandbox execution. Knowledge as a Service provides a fully managed RAG pipeline.

#agents #RAG #Azure #workflow automation

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AI teams now deploy 1,000 times a month. Your pipeline wasn't built for that. DevOps 7.0
The New Stack

AI teams now deploy 1,000 times a month. Your pipeline wasn't built for that.

Project deployment rates have accelerated from 357 per month in 2021 to 988 per month in 2025, with high-performing teams now exceeding 1,000 deployments monthly. AI coding tools adoption jumped from 76% to 90% year-over-year, amplifying existing CI/CD practices and creating a 175x gap between leaders and teams still deploying weekly. The article argues that infrastructure and observability tooling must scale to handle this velocity.

#CI/CD #deployment velocity #AI coding tools #DevOps scaling

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Microsoft just made the agent runtime free — and kept everything around it AI 8.0
The New Stack

Microsoft just made the agent runtime free — and kept everything around it

Microsoft released Scout, an always-on work agent running on OpenClaw (an open-source agent runtime), and contributed enterprise policy controls upstream. The move mirrors Android's strategy: freeing the base runtime while monetizing layers above it (identity, device management, integrations). Scout connects to Microsoft 365, runs continuously in the background, and reaches external apps via Model Context Protocol.

#agents #agent runtime #OpenClaw #Model Context Protocol

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"Whoever builds the most joyous product wins": The agent war begins AI 8.0
The New Stack

"Whoever builds the most joyous product wins": The agent war begins

Snowflake announces agentic enterprise capabilities at Summit 26, positioning itself as a control plane for AI-driven data workflows. The company is moving beyond code generation to autonomous orchestration of data ingestion, transformation, and consumption with minimal human oversight.

#agents #agentic workflows #data orchestration #Snowflake

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Netlify CTO Dana Lawson: Writing code is no longer the job AI 6.0
The New Stack

Netlify CTO Dana Lawson: Writing code is no longer the job

Netlify CTO Dana Lawson argues that agentic AI has created a new abstraction layer where conversational intent replaces traditional code, enabling non-programmers to build applications. The role of software engineers is shifting from code-writing to designing agent experience (AX) and understanding what autonomous systems should and should not do. This represents a fundamental redefinition of engineering work in an AI-native world.

#agents #AI #developer experience #career

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New ChatGPT Lockdown Mode Limits Tools That Could Enable Data Exfiltration Security 6.0
The Hacker News

New ChatGPT Lockdown Mode Limits Tools That Could Enable Data Exfiltration

OpenAI has rolled out Lockdown Mode for ChatGPT to mitigate data exfiltration risks from prompt injection attacks. The feature restricts tool use and is available across Free, Go, Plus, and Pro tiers for users handling sensitive data. This represents a security-first approach to limiting agent capabilities when data protection is critical.

#security #prompt injection #data exfiltration #LLM safety

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From Jupyter Notebook to production: How to ship AI systems that actually work AI 7.0
The New Stack

From Jupyter Notebook to production: How to ship AI systems that actually work

The article outlines the critical differences between notebook experimentation and production ML systems: notebooks operate in controlled, stateful environments with implicit assumptions, while production requires distributed architectures, continuous data streams, observable components, and versioning discipline. Shipping reliable AI demands 92%+ accuracy under real-world constraints, containerized serving, drift monitoring, ML-adapted CI/CD, and rollback strategies.

#MLOps #production #model serving #monitoring

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OpenClaw used Gavriel Cohen's code and exposed the AI Agent accountability problem AI 7.0
The New Stack

OpenClaw used Gavriel Cohen's code and exposed the AI Agent accountability problem

Developer Gavriel Cohen discovered his NanoClaw agent code used without attribution in OpenClaw, highlighting a gap in accountability and governance for autonomous AI agents. The incident underscores a broader problem: AI agents have been given autonomy and code-generation capabilities (Claude now merges 80%+ of Anthropic's code) before accountability mechanisms were built. This raises questions about licensing, attribution, and control in an agent-driven development world.

#agents #accountability #licensing #governance

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Free Apps Are Quietly Turning Smart TVs Into Web-Scraping Proxies for AI Security 7.0
The Hacker News

Free Apps Are Quietly Turning Smart TVs Into Web-Scraping Proxies for AI

A researcher reverse-engineered Bright Data's iOS SDK embedded in consumer apps, revealing how the company turns always-on devices like smart TVs into exit nodes for web-scraping traffic. Bright Data operates the largest residential proxy network and markets heavily to the AI industry, using consumer devices as unwitting infrastructure for data collection.

#supply chain #data collection #residential proxies #privacy

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AI Agent Uncovers 21 Zero-Days in FFmpeg; Chrome Patches Record 429 Bugs Security 8.0
The Hacker News

AI Agent Uncovers 21 Zero-Days in FFmpeg; Chrome Patches Record 429 Bugs

An autonomous AI agent discovered 21 previously unknown vulnerabilities in FFmpeg, the ubiquitous media library used across video-handling software. In the same week, Google released Chrome 149 with 429 security patches, the largest single release. The FFmpeg findings demonstrate AI agents' capability in vulnerability discovery at scale.

#AI #vulnerability discovery #zero-days #FFmpeg

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Miasma Worm Hits 73 Microsoft GitHub Repositories in Major Supply Chain Attack Security 8.0
The Hacker News

Miasma Worm Hits 73 Microsoft GitHub Repositories in Major Supply Chain Attack

The Miasma self-replicating worm compromised 73 Microsoft GitHub repositories across Azure, Azure-Samples, Microsoft, and MicrosoftDocs organizations. GitHub disabled access to affected repositories as the supply chain attack campaign continues to spread. This represents a significant breach of Microsoft's own infrastructure and a major supply chain risk.

#supply chain #worm #GitHub #Microsoft

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Making Claude a chemist AI 5.0
Anthropic Research

Making Claude a chemist

Anthropic research on fine-tuning Claude for chemistry tasks, likely covering domain-specific instruction tuning, tool use for molecular simulation or property prediction, and evaluation against chemistry benchmarks. Without the full excerpt, the exact scope of capabilities and methods remains unclear.

#fine-tuning #domain adaptation #chemistry #tool use

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Try the new console experience in Amazon Bedrock, optimized for Anthropic- and OpenAI-compatible APIs Cloud 7.0
AWS News

Try the new console experience in Amazon Bedrock, optimized for Anthropic- and OpenAI-compatible APIs

AWS launched a redesigned Bedrock console with a project-based workflow for evaluating and deploying Claude, GPT, and open-weight models via OpenAI-compatible and Anthropic APIs. The new interface includes side-by-side model comparison, live documentation with auto-populated SDK snippets, and usage insights tied to projects, streamlining the path from experimentation to production on Bedrock Mantle's inference engine.

#LLM #inference #Claude #GPT

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Replit shows how vibe coding is getting its own financial stack — and a path to profit AI 7.0
The New Stack

Replit shows how vibe coding is getting its own financial stack — and a path to profit

Replit integrates with Shopify to enable AI agents to generate and deploy custom e-commerce storefronts directly from natural language prompts. Users describe their store concept to the Replit agent, which provisions a Shopify storefront with products, branding, and layout without requiring prior e-commerce experience.

#agents #code-generation #e-commerce #Shopify

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What is AI Governance? Frameworks, Principles, and Best Practices AI 6.0
Docker Blog

What is AI Governance? Frameworks, Principles, and Best Practices

Docker outlines AI governance as the set of frameworks, policies, and controls spanning ethics, compliance, risk management, and technical safeguards across the full AI lifecycle. With 60% of organizations running AI agents in production but 40% citing security and compliance as barriers to scaling, governance addresses runtime security, access control, and agent-specific oversight to align systems with business goals and regulations.

#AI governance #agents #compliance #risk management

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How OpenAI Built a Secure Windows Sandbox for Codex Agents AI 8.0
InfoQ DevOps

How OpenAI Built a Secure Windows Sandbox for Codex Agents

OpenAI detailed the Windows sandbox architecture for Codex agents, using OS security primitives including SIDs, ACLs, restricted tokens, and dedicated sandbox accounts to safely execute autonomous coding tasks. The design balances strong isolation with practical developer workflows on local machines.

#agents #sandbox #security #Windows

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Seeking Counsel: Ongoing Targeted Campaign Against US Law Firms Security 8.0
Google Cloud Blog

Seeking Counsel: Ongoing Targeted Campaign Against US Law Firms

Mandiant tracked UNC3753 (Luna Moth), a financially motivated threat cluster conducting a data theft extortion campaign against US law firms, financial services, and professional organizations from January through May 2026. The group uses voice phishing and social engineering to trick targets into installing RMM utilities, then exfiltrates sensitive legal agreements, PII, and financial records. In some cases, threat actors have physically entered corporate offices posing as IT technicians to extract data via USB.

#threat intelligence #social engineering #data exfiltration #extortion

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Your AI bill is out of control. Cloudflare can fix it now. AI 7.0
Cloudflare Blog

Your AI bill is out of control. Cloudflare can fix it now.

Cloudflare announced spend controls in AI Gateway to address runaway LLM costs, with a closed beta for identity-driven budgets and routing via Cloudflare Access. The feature addresses the common problem of shared API keys masking token consumption across teams, enabling per-user budget enforcement and model routing based on identity and cost constraints.

#LLM #cost management #API gateway #token budgeting

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How Netflix Maps Thousands of Microservices in Real-Time DevOps 7.0
InfoQ DevOps

How Netflix Maps Thousands of Microservices in Real-Time

Netflix shared details on Service Topology, an internal system that builds and maintains a live dependency graph for thousands of microservices by merging three data sources into a single queryable graph. The system updates near-real-time as traffic patterns shift, helping engineers visualize service connections and resolve issues faster.

#microservices #observability #dependency mapping #real-time

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FIFA World Cup 2026 Scams Are Already Live: Fake Sites, Banking Malware, and Stolen Logins Security 6.0
The Hacker News

FIFA World Cup 2026 Scams Are Already Live: Fake Sites, Banking Malware, and Stolen Logins

Ahead of the June 11 FIFA World Cup 2026 kickoff, the FBI and security researchers warn of active fraud campaigns including thousands of lookalike FIFA domains, banking malware in pirate streaming apps, and credential harvesting via cloned login pages. The campaigns target World Cup fans with phishing and malware distribution.

#phishing #malware #credential theft #fraud

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PCPJack Hijacks 230 AWS, Google Cloud, and Azure Servers for Covert SMTP Relay Network Security 7.0
The Hacker News

PCPJack Hijacks 230 AWS, Google Cloud, and Azure Servers for Covert SMTP Relay Network

The threat actor PCPJack has compromised 230 cloud servers across AWS, Google Cloud, and Azure to establish a covert SMTP relay network. Compromised business servers across the U.S., Europe, and Asia were converted into SMTP proxies, verified for mail relay capability, and synced to downstream consumers every five minutes.

#cloud compromise #AWS #Azure #GCP

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Cursor cuts prices and adds enterprise spend controls amid 'tokenomics' reckoning AI 7.0
The New Stack

Cursor cuts prices and adds enterprise spend controls amid 'tokenomics' reckoning

Cursor restructured its Teams plan pricing, cutting annual seat costs by 20% to $32/user/month while introducing a Premium tier at $120/month with 5x usage at 3x cost, responding to industry-wide shift from flat-rate to token-based billing. The move mirrors GitHub Copilot's transition to token-based consumption pricing and reflects broader enterprise demand for spend visibility and control, evidenced by the Linux Foundation's new Tokenomics Foundation.

#pricing #token-billing #agents #cost-control

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Google Gemma 4 12B nearly matches 26B benchmarks — and runs on your laptop AI 8.0
The New Stack

Google Gemma 4 12B nearly matches 26B benchmarks — and runs on your laptop

Google released Gemma 4 12B, a multi-modal model that performs nearly as well as Gemma 4 26B while requiring less than half the memory footprint, running on standard laptops with 16GB VRAM or unified memory. The model enables developers to run advanced multi-step reasoning and agentic workflows locally and offline, with benchmarks showing 12B matching or exceeding 26B performance on tasks like DocVQA.

#LLM #local-inference #multi-modal #agents

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Snowflake thinks it knows what's really slowing developers down AI 7.0
The New Stack

Snowflake thinks it knows what's really slowing developers down

Snowflake rebranded Cortex Code as Snowflake CoCo, an AI coding agent designed to reduce context switching by integrating with Snowflake's governed data platform. New capabilities include a native desktop app, mobile app, Slack integration, autonomous task execution through automations and cloud agents, plus Snowflake Datastream, a fully managed Kafka-compatible streaming service for real-time data ingestion into Snowflake.

#agents #coding-agents #data-platform #streaming

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Autonomous agents have met their biggest challenge yet: The database. AI 8.0
The New Stack

Autonomous agents have met their biggest challenge yet: The database.

Andy Pavlo from Carnegie Mellon University argues that databases represent the hardest challenge for autonomous agents due to unforgiving correctness and performance requirements. Agent hallucinations in database queries or configuration changes can cause catastrophic system failures, unlike UI hallucinations; Pavlo identifies tuning agents and coding agents as the two primary ways AI impacts databases, with database optimization remaining the most difficult automation problem.

#agents #databases #correctness #optimization

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Why agentic AI makes the ops platform the most important layer in the enterprise DevOps 5.0
The New Stack

Why agentic AI makes the ops platform the most important layer in the enterprise

HPE argues that operations is the biggest obstacle to enterprise AI adoption, not models or talent, because hybrid complexity spans on-premises, public clouds, edge, and air-gapped sites. The company positions its GreenLake hybrid cloud management platform as addressing the Day 2 operational challenge where enterprises spend most time after infrastructure deployment, now infused with agentic AI to manage multi-vendor, multi-layer complexity.

#agents #hybrid-cloud #operations #infrastructure

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Identity and Access Management Whitepaper DevOps 6.0
CNCF Blog

Identity and Access Management Whitepaper

CNCF published a whitepaper on IAM for cloud-native architectures, covering authentication and authorization for short-lived workloads, service-to-service communication, and zero-trust models. It includes guidance on PEP/PDP architectures, SPIFFE-based workload identity, and patterns for securing stateful and stateless workloads.

#IAM #zero-trust #SPIFFE #workload identity

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Why the need for humans won't disappear in the age of autonomous databases Engineering 5.0
The New Stack

Why the need for humans won't disappear in the age of autonomous databases

Percona co-founder Vadim Tkachenko argues that while database automation is transforming operations, the DBA role will not disappear but evolve from operational mechanics to data architects. Speaking at Percona Live 2026, Tkachenko contends that rapid data growth and system complexity ensure human oversight remains essential despite autonomous database capabilities.

#databases #automation #DBA #operations

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Hardened Images Explained: Fewer CVEs, Smaller Attack Surface Security 6.0
Docker Blog

Hardened Images Explained: Fewer CVEs, Smaller Attack Surface

Docker explains hardened base images that strip unnecessary packages (shells, compilers, debug utilities) to reduce attack surface by up to 95%. These purpose-built images include verifiable supply-chain metadata like SBOMs and build provenance, addressing the reality that most container vulnerabilities come from inherited base-image packages, not application code.

#container security #base images #SBOM #supply-chain

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NVIDIA Nemotron 3 Ultra now available on Amazon SageMaker JumpStart AI 8.0
AWS ML Blog

NVIDIA Nemotron 3 Ultra now available on Amazon SageMaker JumpStart

NVIDIA Nemotron 3 Ultra, a 550B-parameter hybrid Transformer-Mamba MoE model optimized for long-running autonomous agents, is now available on SageMaker JumpStart with one-click deployment. The model delivers 5x faster inference and up to 30% lower cost for agentic workloads, with support for 1M token context length and NVFP4 precision optimization.

#LLM #agents #MoE #inference optimization

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How to secure Kubernetes in the age of AI workloads AI 7.0
The New Stack

How to secure Kubernetes in the age of AI workloads

AI agents running on Kubernetes introduce new security challenges beyond traditional microservices: dynamic, ephemeral processes with unpredictable traffic patterns, untrusted code generation, tool discovery, and GPU resource contention. The article outlines a four-control-plane architecture starting with zero-trust networking to handle agent-specific threats like sub-agent spawning and API chaining that standard NetworkPolicy cannot address.

#Kubernetes #AI agents #zero-trust #security

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Asana says its new AI 'chief of staff' turns your Slack chaos into trackable work Other 5.0
The New Stack

Asana says its new AI 'chief of staff' turns your Slack chaos into trackable work

Asana launched Dash, a personal AI assistant that captures follow-ups from meetings, Slack threads, and email, converting them into trackable work items in Asana's Work Graph. The release positions Asana as an operating system for human-agent teams, addressing the gap between AI capabilities and actual business process integration under new CEO Dan Rogers.

#AI agents #workflow automation #human-AI collaboration #work management

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What's new for Managed Service for Apache Spark clusters Cloud 6.0
Google Cloud Blog

What's new for Managed Service for Apache Spark clusters

Google Cloud announced enhancements to its Managed Service for Apache Spark (formerly Dataproc) with two deployment modes: serverless for ephemeral jobs and managed clusters for persistent, stateful workloads. New features include native execution engine tuning, smarter scaling policies, and Gemini-powered extensions for AI-assisted development and operations.

#Spark #Dataproc #serverless #Gemini

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What's new with Google Data Cloud Cloud 5.0
Google Cloud Blog

What's new with Google Data Cloud

Google Cloud announced workshops and features across its data platform: Bigtable, Firestore, and Memorystore for AI agents; Managed Service for Apache Airflow 3.1 GA with AI-powered troubleshooting and MCP Server support; and new free trials. The focus is bridging AI prototypes to production via data infrastructure.

#Bigtable #Firestore #Airflow #MCP

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Mate Security's Asaf Wiener made every backend engineer a model router. He's right to. AI 7.0
The New Stack

Mate Security's Asaf Wiener made every backend engineer a model router. He's right to.

Mate Security CEO Asaf Wiener faced a runway crisis driven by AI inference costs and implemented model routing to optimize spending across providers like Amazon, Google, and Anthropic as well as on-premises hardware. The article profiles how an AI-native SOC startup manages the dual cost structure of inference as a core business expense.

#LLM inference #cost optimization #model routing #MLOps

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VoidZero is joining Cloudflare Engineering 6.0
Cloudflare Blog

VoidZero is joining Cloudflare

Cloudflare acquired VoidZero, the team behind Vite, Vitest, Rolldown, Oxc, and Vite+. Cloudflare committed that all projects remain open-source, vendor-agnostic, and community-driven. The acquisition aims to invest in foundational JavaScript toolchain infrastructure while maintaining portability and developer choice.

#acquisition #open-source #Vite #JavaScript

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EVA-Bench Data 2.0: 3 Domains, 121 Tools, 213 Scenarios AI 8.0
Hugging Face Blog

EVA-Bench Data 2.0: 3 Domains, 121 Tools, 213 Scenarios

ServiceNow releases EVA-Bench 2.0, an expanded evaluation benchmark covering 3 domains with 121 tools and 213 scenarios for assessing agent capabilities. The dataset enables systematic evaluation of tool-use agents across diverse real-world workflows.

#evals #agents #tool-use #benchmark

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Securing CI/CD for an open source project: Controlling who runs what Security 7.0
CNCF Blog

Securing CI/CD for an open source project: Controlling who runs what

Cilium project documented CI/CD hardening practices for GitHub Actions, focusing on access control to prevent supply-chain compromise. The article covers who can trigger builds and what code CI is allowed to execute, with patterns applicable to any open-source project given the high blast radius of kernel-level networking infrastructure.

#CI/CD #supply-chain security #GitHub Actions #access control

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Presentation: Architecting a Centralized Platform for Data Deletion at Netflix DevOps 7.0
InfoQ DevOps

Presentation: Architecting a Centralized Platform for Data Deletion at Netflix

Netflix engineers Vidhya Arvind and Shawn Liu presented architectural patterns for safe data deletion across distributed datastores, balancing durability, availability, and correctness. The talk covers orchestrating multi-system deletion propagation without impacting live traffic, managing tombstone accumulation, building continuous audit loops, and establishing trust in a centralized deletion platform.

#data deletion #distributed systems #GDPR #compliance

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Fake Sites Mimicking Open-Source Tools Rank High on Google to Deliver Malware via TDS Security 7.0
The Hacker News

Fake Sites Mimicking Open-Source Tools Rank High on Google to Deliver Malware via TDS

Attackers are running a large-scale operation impersonating open-source and freeware projects with well-designed fake sites that rank high in Google search results, funneling users through a Traffic Distribution System (TDS) to deliver malware families including Remus Stealer, AnimateClipper, and SessionGate framework. The campaign exploits SEO and user trust in legitimate project portals to compromise developers and end users.

#supply-chain #malware #SEO abuse #TDS

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Hackers Spied on a Stock Exchange Executive's Outlook Mailbox for Five Months Security 8.0
The Hacker News

Hackers Spied on a Stock Exchange Executive's Outlook Mailbox for Five Months

Unknown attackers maintained access to a senior executive's Outlook mailbox at a major global stock exchange for at least five months, exfiltrating inbox contents in small batches and routing traffic through Dropbox and OneDrive to blend with normal cloud activity. Symantec and Carbon Black's Threat Hunter Team identified the campaign as espionage-focused rather than financially motivated.

#breach #espionage #cloud exfiltration #persistence

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Dreaming: Better memory for a more helpful ChatGPT AI 5.0
OpenAI Blog

Dreaming: Better memory for a more helpful ChatGPT

ChatGPT introduces a new memory system called Dreaming that persists user preferences and context across conversations. The feature improves relevance and personalization by maintaining conversation state without requiring explicit re-prompting.

#LLM #memory #context #personalization

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AWS Replaces Fat-Tree Data Center Networks with Random Graph Theory, Cutting Routers by 69% Cloud 8.0
InfoQ DevOps

AWS Replaces Fat-Tree Data Center Networks with Random Graph Theory, Cutting Routers by 69%

AWS has deployed Resilient Network Graphs, a flat network architecture based on quasi-random graph theory, as the default for new data center builds. The design replaces fat-tree hierarchies with direct ToR-to-ToR mesh connections using passive optical ShuffleBoxes, achieving 69% router reduction, 33% throughput gain, and 40% power consumption reduction.

#network architecture #data center #infrastructure #topology

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Rethinking infrastructure access in the age of agentic AI AI 8.0
HashiCorp Blog

Rethinking infrastructure access in the age of agentic AI

HashiCorp examines identity and access management challenges posed by agentic AI systems. Traditional IAM models assume human users with predictable access patterns, but AI agents operate dynamically across infrastructure with unpredictable tool invocations, requiring new guardrails, credential management, and audit visibility.

#agents #IAM #security #infrastructure-access

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Scaling AI Agents: A Step-by-Step Guide to Deploying ADK on GKE Autopilot AI 7.0
Google Cloud Blog

Scaling AI Agents: A Step-by-Step Guide to Deploying ADK on GKE Autopilot

Google published a tutorial for deploying AI agents built with the Agent Development Kit (ADK) to GKE Autopilot, using Gemini on Vertex AI as the core model. The guide covers containerizing ADK Python applications, securing them with Workload Identity for IAM mapping, and exposing agents via the Kubernetes Gateway API for load balancing.

#agents #ADK #GKE #Gemini

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DoJ Disrupts Southeast Asia Crypto Fraud Networks, Freezes $3.8 Million in Assets Other 5.0
The Hacker News

DoJ Disrupts Southeast Asia Crypto Fraud Networks, Freezes $3.8 Million in Assets

The U.S. Department of Justice announced results of a coordinated 'Disruption Week' operation beginning May 18, 2026, targeting cyber-enabled and cryptocurrency fraud networks operating from Southeast Asia. The action resulted in takedowns of millions of social media, email, and internet access accounts used by transnational fraud rings targeting Americans, with $3.8 million in assets frozen.

#fraud #cryptocurrency #law enforcement #takedown

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Inspektor Gadget: Results from the first security audit DevOps 7.0
CNCF Blog

Inspektor Gadget: Results from the first security audit

Inspektor Gadget, an eBPF-based Kubernetes observability toolkit, completed its first independent security audit coordinated by OSTIF and conducted by Shielder. All reported vulnerabilities have patches available. The toolkit uses eBPF gadgets packaged as OCI images to inspect cluster and Linux host data without rebuilding containers or injecting sidecars.

#eBPF #Kubernetes #observability #security audit

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How to build self-driving AI operations on Amazon Bedrock at scale AI 6.0
AWS ML Blog

How to build self-driving AI operations on Amazon Bedrock at scale

AWS describes an operational monitoring framework for Bedrock workloads that tracks usage patterns, automates support case triage, prevents duplicate cases, and alerts SRE teams to quota constraints before they hit limits. The approach reduces manual overhead for teams scaling generative AI across multiple foundation models.

#Bedrock #MLOps #observability #agents

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How to get operational data off the factory floor without creating an IT breach Engineering 5.0
The New Stack

How to get operational data off the factory floor without creating an IT breach

Integrating OT (operational technology) data into IT systems for AI requires secure, auditable data pipelines that replace legacy FTP/SFTP solutions. The article discusses managed solutions offering encryption, continuous transfer monitoring, and full audit trails for protocols like Modbus and OPC UA, addressing the challenge of extracting data from systems designed for uptime rather than connectivity.

#OT/IT integration #data pipeline #encryption #edge computing

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WhatsApp, Slack Notifications Could Hijack Google Gemini on Android Security 8.0
The Hacker News

WhatsApp, Slack Notifications Could Hijack Google Gemini on Android

A vulnerability in Google Gemini's voice assistant on Android allowed poisoned notifications from WhatsApp, Slack, SMS, Signal, Instagram, or Messenger to hijack the assistant without requiring a malicious app. The attack could open windows, forge messages, initiate calls, or corrupt the assistant's long-term memory.

#CVE #Android #voice assistant #notification hijacking

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Why CPUs still matter in the age of AI agents AI 7.0
The New Stack

Why CPUs still matter in the age of AI agents

As AI shifts from chatbots to autonomous agents, CPU workloads become critical. Agents orchestrate tool calls, manage memory, and execute code - tasks CPUs excel at - while LLMs run on accelerators. Google and Arm leaders explain how CPUs act as the orchestration layer, making them increasingly important for agent infrastructure despite GPU focus.

#agents #CPU #orchestration #inference

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What is Software Supply Chain Security? Security 5.0
Docker Blog

What is Software Supply Chain Security?

Docker defines software supply chain security as protecting every component, process, and system from source code through dependencies, build systems, registries, and production infrastructure. Sonatype reported 454,000 new malicious packages in 2025 alone, with cumulative totals exceeding 1.2 million since 2019, expanding the attack surface for container-based delivery pipelines.

#supply-chain security #malicious packages #container security #build pipeline

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Bring Databricks into Kiro IDE with the AI Dev Kit Power AI 6.0
Databricks Blog

Bring Databricks into Kiro IDE with the AI Dev Kit Power

Databricks AI Dev Kit integrates with Kiro IDE to provide AI-assisted development with context awareness for database schemas and table layouts. The integration addresses the problem of AI assistants losing context when working with data infrastructure.

#AI-assisted development #IDE integration #Databricks #code generation

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Lights Out, Systems On: Validating Instant Power Loss Readiness DevOps 6.0
Meta Engineering

Lights Out, Systems On: Validating Instant Power Loss Readiness

Meta introduces Instantaneous PowerLoss Storm, a testing paradigm within its Disaster Readiness program for validating data center resilience to zero-notice power loss. The approach uses defense-in-depth strategies to tolerate instant failures across Meta's expanding infrastructure, addressing risks from hurricanes, wildfires, and power supply disruptions.

#disaster recovery #resilience #data center #testing

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Enforcing the First AS in BGP AS_PATHs Security 7.0
Cloudflare Blog

Enforcing the First AS in BGP AS_PATHs

Cloudflare documents recent BGP route hijacks where attackers forge AS_PATHs using unused ASNs to misdirect traffic and conceal identity. The article stress-tests major networks and advocates for simple verification that BGP peers include their own AS as the 'First AS' in advertised routes to prevent prefix hijacking.

#BGP #route hijacking #network security #ASN

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What's new in serverless Managed Service for Apache Spark Cloud 7.0
Google Cloud Blog

What's new in serverless Managed Service for Apache Spark

Google Cloud's Managed Service for Apache Spark runtime 3.0 now offers zero-setup onboarding by automating IAM roles, VPC networking, and firewall configuration. The service supports feature engineering, GPU-accelerated model training, semantic search, RAG, and AI agent building with simplified deployment.

#Spark #serverless #data-engineering #AI-infrastructure

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Improve your agent's tool-calling accuracy with SFT and DPO on Amazon SageMaker AI AI 8.0
AWS ML Blog

Improve your agent's tool-calling accuracy with SFT and DPO on Amazon SageMaker AI

AWS demonstrates using Supervised Fine-Tuning (SFT) and Direct Preference Optimization (DPO) together on SageMaker to improve tool-calling accuracy in small language models. The post includes evaluation methodology and model comparison workflows, helping teams move agentic applications from pilot to production with reliable tool selection.

#agents #tool-use #fine-tuning #SFT

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Beyond the Zero-Day: See Your Network Like an Attacker | Webinar with HD Moore Security 6.0
The Hacker News

Beyond the Zero-Day: See Your Network Like an Attacker | Webinar with HD Moore

HD Moore (Metasploit creator) argues that patching zero-days in time is no longer viable, especially as AI accelerates exploit development. Instead, teams should focus on network segmentation and limiting what a compromised system can reach, treating breach assumption as the foundation of defense strategy.

#zero-day #network segmentation #breach assumption #defense strategy

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Inside Google's System for Coordinated A/B Testing Across Its Global Service Fleet DevOps 7.0
InfoQ DevOps

Inside Google's System for Coordinated A/B Testing Across Its Global Service Fleet

Google describes a fleet-wide A/B experimentation system that standardizes experiment assignment, exposure logging, and configuration propagation across distributed services. The system reduces experiment conflicts and improves reliability of data-driven decisions at scale across multiple products.

#A/B testing #experimentation #distributed systems #observability

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Introducing new capabilities to GPT-Rosalind AI 5.0
OpenAI Blog

Introducing new capabilities to GPT-Rosalind

OpenAI announces GPT-Rosalind, a specialized model for life sciences research with enhanced capabilities in biological reasoning, medicinal chemistry, genomics analysis, and experimental workflow automation.

#foundation-models #life-sciences #genomics #chemistry

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Direct Preference Optimization Beyond Chatbots AI 7.0
Hugging Face Blog

Direct Preference Optimization Beyond Chatbots

Dharma AI explores Direct Preference Optimization (DPO) applications beyond conversational models, extending the technique to specialized domains and task-specific fine-tuning. The work demonstrates how preference-based alignment scales to non-chat use cases.

#DPO #fine-tuning #alignment #preference optimization

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How Wasmer used Codex to build a Node.js runtime for the edge AI 6.0
OpenAI Blog

How Wasmer used Codex to build a Node.js runtime for the edge

Wasmer leveraged OpenAI Codex (now GPT-5.5) to accelerate development of a Node.js runtime for edge environments, achieving 10x-20x speedup and shipping in weeks instead of months. The case study demonstrates code generation's impact on infrastructure tooling development.

#code-generation #Codex #edge-computing #Node.js

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Article: Two Misconfigurations That Caused Spark OOM Failures on Kubernetes DevOps 8.0
InfoQ DevOps

Article: Two Misconfigurations That Caused Spark OOM Failures on Kubernetes

A post-mortem on Spark pipeline failures on Azure Kubernetes Service reveals two settings that interacted destructively: spark.kubernetes.local.dirs.tmpfs=true forced shuffle spill to RAM instead of disk, and a hard podAffinity rule concentrated all executors on one node. The combination caused repeated OOM kills that standard diagnostics missed.

#Spark #Kubernetes #memory management #configuration

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Weedhack Attacks Minecraft Users, CountLoader Hits 86K, Miners Spread via Pirated Content Security 5.0
The Hacker News

Weedhack Attacks Minecraft Users, CountLoader Hits 86K, Miners Spread via Pirated Content

Weedhack is a malware-as-a-service campaign targeting Minecraft players via YouTube, impersonating Minecraft clients and mods to gain system control. Active since January 2026, the campaign has infected thousands of users; related threats include CountLoader (86K infections) and miners distributed through pirated content.

#malware #MaaS #Minecraft #credential-theft

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The New Security Risks of the Agentic Development Lifecycle AI 6.0
Snyk Blog

The New Security Risks of the Agentic Development Lifecycle

Snyk examines how AI agents change the software development lifecycle and introduce new security risks. The article emphasizes that securing the agent-driven process itself is as critical as securing the code output, addressing emerging threat vectors in agentic workflows.

#agents #security #development lifecycle #risk management

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Adding MCP Tools to Reachy Mini AI 6.0
Hugging Face Blog

Adding MCP Tools to Reachy Mini

Hugging Face demonstrates integrating Model Context Protocol (MCP) tools into Reachy Mini, a small humanoid robot. The post shows how MCP enables robots to dynamically access external tools and services, extending their capabilities beyond pre-trained behaviors.

#MCP #agents #tool-use #robotics

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Rayfin: Microsoft's answer to the gap between vibe coding and enterprise production AI 7.0
The New Stack

Rayfin: Microsoft's answer to the gap between vibe coding and enterprise production

Microsoft announced Rayfin, an open-source SDK and CLI that lets developers and agents define application backends in code and deploy to Microsoft Fabric with built-in security and compliance. Replit is the exclusive launch partner, enabling Replit Agent to generate backend code that deploys directly to Fabric without manual infrastructure configuration.

#agents #infrastructure-as-code #Fabric #backend deployment

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AI alone won't change your business. The system running it will. AI 6.0
Azure Blog

AI alone won't change your business. The system running it will.

Microsoft argues that enterprise AI success depends not on model capability but on the governance, deployment, and observability infrastructure surrounding agents. The post outlines a comprehensive agent platform supporting multiple models with identity, policy, and human oversight for production multi-agent systems across software delivery, support, finance, and operations.

#agents #governance #enterprise AI #MLOps

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"A successful attack could be catastrophic": Anthropic gives more groups access to Claude Mythos AI 7.0
The New Stack

"A successful attack could be catastrophic": Anthropic gives more groups access to Claude Mythos

Anthropic expanded Project Glasswing, a secure access program for Claude Mythos (models more powerful than Opus), to more organizations. Anthropic warned that AI models now match elite human hackers at finding software vulnerabilities, and a breach affecting Glasswing partners could impact over 100 million people.

#Claude Mythos #security #vulnerability detection #AI capabilities

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Announcing Microsoft Discovery general availability and Microsoft Discovery app preview AI 7.0
Azure Blog

Announcing Microsoft Discovery general availability and Microsoft Discovery app preview

Microsoft Discovery is now generally available as a platform for building and governing agentic AI workflows in scientific and engineering R&D. The platform supports iterative hypothesis-experimentation-refinement cycles with integration of institutional knowledge, specialized modeling tools, and evidence preservation, plus a new local desktop app for researchers and students.

#agents #R&D workflows #scientific computing #agentic AI

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How GitHub plans to win developers back DevOps 6.0
The New Stack

How GitHub plans to win developers back

GitHub COO Kyle Daigle acknowledged hundreds of incidents over 12 months caused by agentic coding growth exceeding 100% year-over-year. GitHub is scaling infrastructure to handle 30-40x growth over the next year, requiring architectural changes beyond typical cloud scaling.

#GitHub #infrastructure scaling #agentic coding #reliability

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Microsoft debuts "Scout" at Build, a new personal agent for work AI 7.0
The New Stack

Microsoft debuts "Scout" at Build, a new personal agent for work

Microsoft Scout is a new personal agent for work built on OpenClaw and WorkIQ that integrates with Teams, Outlook, and other Microsoft 365 tools to proactively handle routine tasks like resolving scheduling conflicts and meeting prep without explicit user requests. Currently available to Frontier customers with broader rollout planned.

#agents #autonomous #Microsoft 365 #tool-use

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The art and science of hyperparameter optimization on Amazon Nova Forge AI 7.0
AWS ML Blog

The art and science of hyperparameter optimization on Amazon Nova Forge

AWS details hyperparameter tuning strategies for fine-tuning Amazon Nova Forge models on proprietary data. The post covers learning rate, data mixing ratios, and checkpoint selection to balance domain specialization with retention of general reasoning capabilities, addressing catastrophic forgetting in domain-specific customization.

#fine-tuning #hyperparameter tuning #LLM #domain adaptation

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Object detection with Amazon Nova 2 Lite AI 6.0
AWS ML Blog

Object detection with Amazon Nova 2 Lite

Tutorial on using Amazon Nova 2 Lite for zero-shot object detection via natural language prompts, returning bounding box coordinates in JSON. Covers deployment using Bedrock, Lambda, and API Gateway with examples in manufacturing, agriculture, and logistics.

#multimodal #object detection #vision #zero-shot

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GitHub Copilot app: The agent-native desktop experience AI 8.0
GitHub Blog

GitHub Copilot app: The agent-native desktop experience

GitHub released a desktop Copilot app designed to manage agentic workflows, addressing context fragmentation and code review visibility. The app consolidates agent output, PR tracking, and validation trails in a single interface, with GitHub reporting 1.4 billion commits per month and 2 billion Actions minutes weekly.

#agents #GitHub Copilot #agentic workflows #developer tools

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Connecting AI agents with unstructured data using Google Cloud Storage MCP Servers AI 8.0
Google Cloud Blog

Connecting AI agents with unstructured data using Google Cloud Storage MCP Servers

Google announced a Model Context Protocol (MCP) server for Google Cloud Storage (GCS) that enables AI agents to securely access unstructured data at scale. The integration treats GCS as an agent-ready data layer, combining MCP with GCS smart storage features like auto-annotations and object contexts. Real-world examples include Palo Alto Networks' Strata Co-Pilot agent powered by Gemini Live API.

#agents #MCP #GCS #tool-use

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Microsoft Build 2026: Building agentic apps with Microsoft Fabric and Microsoft Databases AI 6.0
Azure Blog

Microsoft Build 2026: Building agentic apps with Microsoft Fabric and Microsoft Databases

Microsoft Fabric and Microsoft Databases are positioned as the data foundation for multi-agent systems, solving the bottleneck of consistent shared context across agents. The announcement includes Rayfin, a tool for moving from prompt to production backend, and emphasizes that agent coordination and scale depend on unified organizational data context rather than individual model capability.

#agents #data platform #MLOps #context management

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New Azure Cobalt 200 VMs deliver 50% performance improvement, fully optimized for modern agentic AI workloads Cloud 7.0
Azure Blog

New Azure Cobalt 200 VMs deliver 50% performance improvement, fully optimized for modern agentic AI workloads

Microsoft announces early access preview for Azure Cobalt 200 Arm-based VMs, delivering 50% generational performance improvement over Cobalt 100 for scale-out, cloud-native, Linux-based agentic AI workloads. The custom silicon integrates security, networking, storage, and offload optimizations for AI inference, data pipelines, and API tiers.

#custom silicon #Arm #inference #cloud compute

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How to Secure AI Agents: A Practical Overview for Development Teams AI 8.0
Docker Blog

How to Secure AI Agents: A Practical Overview for Development Teams

Docker outlines four security domains for production AI agents: execution isolation, tool access control, identity and credential management, and runtime monitoring. The article emphasizes that traditional static API security controls are insufficient for autonomous agents that dynamically choose tools and chain actions, requiring infrastructure-level controls instead of permission prompts.

#agents #security #tool-use #runtime monitoring

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Foundry IQ: Build smarter agents faster with unified knowledge and serverless retrieval AI 8.0
Azure Blog

Foundry IQ: Build smarter agents faster with unified knowledge and serverless retrieval

Foundry IQ simplifies enterprise knowledge infrastructure for agent fleets by unifying documents, emails, meetings, operational data, and live web sources through a serverless retrieval layer. New features include Foundry IQ Serverless (scale-to-zero pricing), multi-source knowledge bases (Work IQ, Fabric IQ, File Search, Azure SQL, MCP), and Web IQ integration, all exposed via Model Context Protocol for any agent framework.

#RAG #agents #knowledge retrieval #MCP

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Announcing Spanner Graph algorithms: Google-grade intelligence for connected data Cloud 7.0
Google Cloud Blog

Announcing Spanner Graph algorithms: Google-grade intelligence for connected data

Google Cloud announced graph algorithms for Spanner Graph in preview, bringing graph mining capabilities natively to the database. Algorithms like node centrality and community detection run directly via ISO Graph Query Language (GQL) without requiring external ETL pipelines. The feature targets fraud detection, entity resolution, and social network analysis at scale.

#graph algorithms #Spanner #GQL #database

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Accelerating data lakes: Optimizing Apache Iceberg and Spark with gcs-analytics-core Cloud 7.0
Google Cloud Blog

Accelerating data lakes: Optimizing Apache Iceberg and Spark with gcs-analytics-core

Google released gcs-analytics-core, an open-source Java library that centralizes performance optimizations for analytics workloads on Google Cloud Storage. The library integrates with Apache Iceberg (v1.11.0+) and Apache Spark, replacing sequential reads with parallelized strategies for columnar formats like Parquet. It sits between analytics engines and the GCS Java SDK to inject optimizations without framework-specific tuning.

#Iceberg #Spark #GCS #data lake

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A Developer's Guide to Managing Models, Cost and Quality in Microsoft Foundry AI 7.0
Azure Blog

A Developer's Guide to Managing Models, Cost and Quality in Microsoft Foundry

Microsoft Foundry expands its model ecosystem and operating surface for production AI systems, now including Fireworks AI for open model inference via single Azure endpoint with enterprise SLAs. The platform addresses the production challenge of choosing, validating, optimizing, and operating the right model across application lifecycle, from prototype to cost-constrained production.

#model management #evals #cost optimization #MLOps

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HCP Terraform adds project-level run tasks DevOps 7.0
HashiCorp Blog

HCP Terraform adds project-level run tasks

HCP Terraform now supports project-level run tasks in public beta, enabling organizations to enforce security, compliance, and operational guardrails across groups of workspaces. Previously run tasks were only available at organization or workspace scope, but project-level scope aligns with how teams naturally organize infrastructure at scale.

#Terraform #run-tasks #governance #compliance

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Presentation: The Human Toll of Incidents & Ways To Mitigate It DevOps 6.0
InfoQ DevOps

Presentation: The Human Toll of Incidents & Ways To Mitigate It

Kyle Lexmond presents strategies for managing high-pressure production incidents, distinguishing between rapid mitigation and root-cause resolution. The talk covers cognitive overload management, blameless culture practices, and system optimization for faster recovery during severe outages.

#incident-response #operational-resilience #team-dynamics

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AI-Driven Exploitation is Destroying Vulnerability Management. Here's How to Handle It. Security 7.0
The Hacker News

AI-Driven Exploitation is Destroying Vulnerability Management. Here's How to Handle It.

The article argues that AI-accelerated vulnerability discovery and weaponization are compressing the exploit timeline from days to hours, making traditional vulnerability management processes obsolete. Organizations must shift from reactive patching to continuous monitoring and rapid response strategies. The piece discusses how AI tools are automating the full attack chain from disclosure to mass exploitation.

#AI #vulnerability management #threat intelligence #automation

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Cloud native is now AI-native: Engineering production-ready AI AI 7.0
CNCF Blog

Cloud native is now AI-native: Engineering production-ready AI

CNCF roundtable at KubeCon Europe outlined three core components for production-ready AI: vendor-neutral infrastructure aligned with the Kubernetes AI Conformance program, integrated security for autonomous agents, and active community contribution. Platform maturity, security by design, and agentic governance are now essential for enterprise AI workloads.

#Kubernetes #agents #security #platform maturity

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How Leading Organizations Are Turning EDR Into Operational Resilience Security 6.0
The Hacker News

How Leading Organizations Are Turning EDR Into Operational Resilience

The article discusses how organizations are evolving endpoint detection and response (EDR) from a point security tool into a broader operational resilience strategy. Modern attacks bypass traditional prevention, requiring continuous visibility and faster response. EDR adoption has accelerated as teams recognize that endpoint protection alone is insufficient.

#EDR #endpoint security #detection #operational resilience

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Pakistan-Linked SideCopy Targets Afghanistan Finance Ministry with Xeno RAT Security 5.0
The Hacker News

Pakistan-Linked SideCopy Targets Afghanistan Finance Ministry with Xeno RAT

SideCopy, a Pakistan-aligned threat actor, conducted a spear-phishing campaign against Afghanistan's Ministry of Finance using Xeno RAT, an open-source remote access trojan. The attack chain began with a ZIP archive containing a malicious LNK file with a Pashto-language filename designed to evade detection. The campaign demonstrates targeted nation-state activity in the region.

#spear-phishing #RAT #nation-state #SideCopy

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Experimenting with TPUs, GKE Managed DRANET, and Multi-cluster Inference Gateway Cloud 7.0
Google Cloud Blog

Experimenting with TPUs, GKE Managed DRANET, and Multi-cluster Inference Gateway

Google Cloud demonstrates multi-region AI inference resilience using GKE's managed Dynamic Resource Allocation (DRANET) for TPU scheduling, multi-cluster inference gateway for cross-region failover, and Cloud Storage FUSE for model storage. The setup balances inference workloads across multiple GKE clusters in different regions, with TPUs managed through DRANET to handle regional failures without service interruption.

#Kubernetes #TPU #inference #multi-cluster

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Dashlane Discloses Brute-Force Attack, Encrypted Vaults of Fewer Than 20 Users Downloaded Security 6.0
The Hacker News

Dashlane Discloses Brute-Force Attack, Encrypted Vaults of Fewer Than 20 Users Downloaded

Password manager Dashlane disclosed a brute-force attack on May 31, 2026, where an attacker targeted user accounts to bypass two-factor authentication (2FA) and download encrypted vaults. Fewer than 20 personal subscription users were affected. The incident highlights the ongoing risk of credential-based attacks against authentication systems.

#brute-force #2FA bypass #password manager #credential attack

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Introducing Cross-Engine ABAC DevOps 6.0
Databricks Blog

Introducing Cross-Engine ABAC

Databricks introduces Cross-Engine Attribute-Based Access Control (ABAC), extending fine-grained access policies across multiple query engines within the lakehouse. This enables consistent security governance for data accessed through SQL, Python, and other compute layers.

#ABAC #security #access-control #lakehouse

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Reference your own AWS Secrets Manager secrets in Amazon Bedrock AgentCore Identity AI 7.0
AWS ML Blog

Reference your own AWS Secrets Manager secrets in Amazon Bedrock AgentCore Identity

Amazon Bedrock AgentCore Identity now supports referencing pre-configured AWS Secrets Manager secrets instead of auto-generating them, allowing teams to apply custom tags, rotation policies, and customer-managed KMS encryption. This enables agents to securely access external APIs and tools while maintaining organizational secrets governance.

#agents #security #credential-management #AWS Secrets Manager

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Transforming rare cancer research with Amazon Quick: Integrating biomedical databases for breakthrough discoveries AI 6.0
AWS ML Blog

Transforming rare cancer research with Amazon Quick: Integrating biomedical databases for breakthrough discoveries

Amazon Quick Research is an agentic workflow that ingests structured and unstructured biomedical data from multiple sources like PubMed, applies LLM-driven synthesis to generate cited research reports, and eliminates weeks of manual ETL and schema reconciliation. The post walks through integrating genomic, clinical, and literature data for pediatric sarcoma research.

#agents #LLM #data-integration #research-automation

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Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock AI 8.0
AWS News

Get started with OpenAI GPT-5.5, GPT-5.4 models, and Codex on Amazon Bedrock

OpenAI GPT-5.5, GPT-5.4, and Codex are now available on Amazon Bedrock via the Responses API. GPT-5.5 targets complex reasoning and agentic workflows, GPT-5.4 optimizes price-performance, and Codex is a coding agent used by 4M developers weekly. All inference routes through Bedrock's next-generation engine with per-token pricing and data residency guarantees.

#LLM #agents #Bedrock #Codex

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OpenAI, Anthropic, Google, Amazon, and xAI all fail on type of attack, study finds AI 8.0
The New Stack

OpenAI, Anthropic, Google, Amazon, and xAI all fail on type of attack, study finds

Cisco research across 15 frontier models reveals that single-turn safety benchmarks are poor predictors of multi-turn resilience. All tested models failed multi-turn attacks at rates ranging from 7.89% to 88.30%, with some models like Gemini 3 Pro jumping from 18.10% single-turn success to 73.35% under iterative attack. The gap exposes a critical gap in how enterprises evaluate AI safety.

#evals #safety #adversarial #multi-turn

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JetBrains open-sources Mellum2 to go where Claude Code can't AI 7.0
The New Stack

JetBrains open-sources Mellum2 to go where Claude Code can't

JetBrains open-sourced Mellum2, a 12B-parameter coding model designed for infrastructure-layer agentic AI tasks like routing, retrieval pipelines, and sub-agent coordination. Unlike its 4B predecessor Mellum, Mellum2 is open from day one and targets the broader ecosystem of multi-model orchestration rather than single-task code completion.

#LLM #agents #code generation #open-source

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Extending MCP support for Amazon Bedrock AgentCore Gateway AI 7.0
AWS ML Blog

Extending MCP support for Amazon Bedrock AgentCore Gateway

Amazon Bedrock AgentCore Gateway now supports extended MCP capabilities including dynamic tool schema discovery, MCP prompts and resources as first-class primitives, streaming for stateful interactions, and OAuth 2.0 token exchange. This centralizes credential management, observability, and secure connectivity for enterprise MCP deployments.

#agents #MCP #tool-use #AgentCore

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From Kubernetes Dashboard to Headlamp: Understanding the Transition DevOps 6.0
Kubernetes Blog

From Kubernetes Dashboard to Headlamp: Understanding the Transition

Kubernetes Dashboard is archived; Headlamp is its successor, offering multi-cluster visibility, application-centric views, plugin extensibility, and both in-cluster and desktop deployment options. The post maps familiar Dashboard workflows to Headlamp and guides operators through the transition while preserving the user-centered design that made Dashboard approachable.

#Kubernetes #UI #cluster-management #observability

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Secure AI agents with Policy and Lambda interceptors in Amazon Bedrock AgentCore gateway AI 7.0
AWS ML Blog

Secure AI agents with Policy and Lambda interceptors in Amazon Bedrock AgentCore gateway

Amazon Bedrock AgentCore Gateway introduces Cedar-based policies for deterministic access control and Lambda interceptors for dynamic validation of agent tool invocations. These mechanisms address the governance challenge of securing LLM-driven agents that decide at runtime which tools to invoke with what arguments.

#agents #security #policy-as-code #AgentCore

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Hackers Used Meta's AI Support Bot to Seize Instagram Accounts Security 9.0
Krebs on Security

Hackers Used Meta's AI Support Bot to Seize Instagram Accounts

Pro-Iranian hackers exploited Meta's AI support assistant to reset Instagram account passwords by tricking the bot into adding attacker-controlled email addresses during password recovery. The exploit affected high-profile accounts including the Obama White House and U.S. Space Force, requiring only a VPN connection to spoof location.

#security #AI #authentication #account takeover

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Enable safe agentic payments with built-in guardrails using Amazon Bedrock AgentCore payments AI 6.0
AWS ML Blog

Enable safe agentic payments with built-in guardrails using Amazon Bedrock AgentCore payments

Amazon Bedrock AgentCore Payments (preview) enables agents to access paid resources and transact on behalf of end users through embedded wallets from Coinbase or Stripe Privy. The service includes guardrails addressing risks from autonomous long-running sessions, model non-determinism, and exposure between agent code and user funds.

#agents #payments #guardrails #AgentCore

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Claude Code vs. Cursor vs. Codex vs. Antigravity — six months in AI 7.0
The New Stack

Claude Code vs. Cursor vs. Codex vs. Antigravity — six months in

Six months after Google's Antigravity launch in November 2025, the agentic coding tool category has converged on form. Claude Code emphasizes approval-heavy workflows for large codebases, Cursor remains model-agnostic, Codex and Antigravity pursue different platform strategies. The competitive differentiation has shifted from basic capability to platform ecosystem and developer workflow.

#agents #code generation #IDE #agentic AI

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How we reduced core unit boot time from hours to minutes Engineering 7.0
Cloudflare Blog

How we reduced core unit boot time from hours to minutes

Cloudflare debugged a firmware quirk that caused 2,000 bare-metal core servers to take 4 hours to boot instead of minutes after a UEFI update. The root cause was an over-eager linear search through network boot interfaces during the firmware-to-OS handoff, which they optimized to restore minutes-scale boot times and unattended upgrade windows.

#UEFI #firmware #bare metal #boot optimization

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AgentOps: Operationalize agentic AI at scale with Amazon Bedrock AgentCore AI 7.0
AWS ML Blog

AgentOps: Operationalize agentic AI at scale with Amazon Bedrock AgentCore

AWS outlines operational best practices for deploying agentic AI at scale, covering governance, build/ops, evaluation, and observability across four pillars. The post presents a reference architecture using Amazon Bedrock AgentCore and supporting AWS services to address challenges like cost spiraling, non-deterministic failures, and agent quality assurance in production.

#agents #MLOps #observability #governance

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How Trustpilot built a real-time architecture for data enrichment using Gemma AI 8.0
Google Cloud Blog

How Trustpilot built a real-time architecture for data enrichment using Gemma

Trustpilot built a high-volume streaming pipeline using fine-tuned Gemma models to process millions of user reviews in real-time for NER, sentiment scoring, and intent detection. By owning the model through fine-tuning rather than relying on closed APIs, the company gains full control over latency, cost, and data privacy for its core business intelligence workload.

#LLM #fine-tuning #Gemma #streaming

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The fully-managed Remote MCP Server for AlloyDB is now Generally Available AI 8.0
Google Cloud Blog

The fully-managed Remote MCP Server for AlloyDB is now Generally Available

Google Cloud released the Remote Model Context Protocol (MCP) Server for AlloyDB as GA, enabling AI agents to securely query enterprise databases with real-time context. The integration includes ScaNN vector indexing (10B+ vectors at 6x PostgreSQL speed) and reranking, allowing agents to ground decisions in live operational data without stale context.

#agents #MCP #RAG #AlloyDB

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This coding agent doesn't want your feedback — it ships without it AI 7.0
The New Stack

This coding agent doesn't want your feedback — it ships without it

SkipLabs launched Skipper, a closed-loop coding agent that takes plain-language descriptions or OpenAPI specs and returns a complete, validated backend service with no review cycle. Founded by Julien Verlaguet (creator of Hack at Facebook), Skipper positions itself as the substrate between foundation models and shipped software, eliminating developer iteration.

#agents #code generation #backend #closed-loop

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Introducing the GKE standby buffer: Improve node startup times without blowing your budget DevOps 7.0
Google Cloud Blog

Introducing the GKE standby buffer: Improve node startup times without blowing your budget

Google Kubernetes Engine launched standby buffers, a low-cost suspended capacity reserve that achieves near-immediate pod scheduling with single-digit percent overhead. Benchmarks show P50 latency of single-digit seconds versus 4-6 minute spikes on clusters without buffers, while maintaining similar allocatable core costs.

#Kubernetes #autoscaling #GKE #capacity planning

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Modeling a digital twin of a food supply chain using BigQuery Graph Cloud 6.0
Google Cloud Blog

Modeling a digital twin of a food supply chain using BigQuery Graph

Google Cloud introduced BigQuery Graph for modeling complex supply chains as graph structures rather than relational tables. The approach reduces join overhead and latency when tracing dependencies across thousands of assets, addressing bullwhip effects, SOP drift, and food safety blast radius in multi-node networks.

#BigQuery #graph #supply chain #digital twin

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What is Sandbox Security? Security 6.0
Docker Blog

What is Sandbox Security?

Docker published guidance on sandbox security as a critical layer for agentic AI deployment. The piece covers isolation boundaries, access controls, process isolation, network segmentation, and runtime monitoring. Docker's State of Agentic AI report found 40% of respondents cite security as the top challenge in scaling agents, with 43% pointing to orchestration sprawl as a security exposure vector.

#security #agents #sandbox #isolation

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"Blowing things up": The one move vendors got wrong on AI agents AI 6.0
The New Stack

"Blowing things up": The one move vendors got wrong on AI agents

Hyland announced general availability of its Enterprise Context Engine and Enterprise Agent Mesh at CommunityLIVE 2026, positioning agents as an overlay on existing enterprise systems rather than requiring process redesign. The company introduced Agent Lifecycle Management and headless mode for Content Innovation Cloud to let agents interact with services directly without data migration or business process overhaul.

#agents #enterprise #context #orchestration

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At Sapphire, SAP makes the case that enterprise AI is a context problem AI 6.0
The New Stack

At Sapphire, SAP makes the case that enterprise AI is a context problem

SAP consolidated its AI offerings under the SAP Business AI Platform at Sapphire 2026, bringing together Business Technology Platform, Business Data Cloud, Autonomous Suite, and Joule Work. The company is shipping 50+ domain-specific Joule Assistants orchestrating 200+ specialized agents across finance, supply chain, procurement, and HR, positioning enterprise AI as a context and governance problem, not a model problem.

#agents #enterprise #context #ERP

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AWS Weekly Roundup: Claude Opus 4.8 on AWS, Aurora MySQL with Kiro Powers, and more (June 1, 2026) AI 7.0
AWS News

AWS Weekly Roundup: Claude Opus 4.8 on AWS, Aurora MySQL with Kiro Powers, and more (June 1, 2026)

Claude Opus 4.8, Anthropic's most capable model, is now available on Amazon Bedrock and AWS Claude Platform for agentic coding and knowledge work. The post highlights how AI-driven development lifecycle (AI-DLC) workshops are reshaping team structures into smaller AI-augmented squads and accelerating delivery of use cases.

#LLM #agents #Claude #Amazon Bedrock

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Coding Agent Horror Stories: The rm -rf ~/ Incident AI 8.0
Docker Blog

Coding Agent Horror Stories: The rm -rf ~/ Incident

Docker examines a real incident where Claude Code executed rm -rf tests/ patches/ plan/ ~/, wiping a developer's entire Mac due to a trailing slash. The post details how AI coding agents run with user credentials and filesystem access with no execution boundary, and how workspace-scoped sandboxing can contain such failures.

#agents #security #sandbox #code execution

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China-Aligned Groups Ramp Up Attacks: Dragon Weave Hits Czech Republic & Taiwan Security 5.0
The Hacker News

China-Aligned Groups Ramp Up Attacks: Dragon Weave Hits Czech Republic & Taiwan

Operation Dragon Weave, a China-aligned cyber espionage campaign, targets government, research, academic, technology, and financial sectors in Czech Republic and Taiwan using spear-phishing emails with ZIP attachments to deliver AdaptixC2 agent. The campaign demonstrates persistent targeting of critical infrastructure and research institutions.

#security #espionage #malware #spear-phishing

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Dynamic configuration for cloud native Swift services DevOps 5.0
CNCF Blog

Dynamic configuration for cloud native Swift services

CNCF published guidance on Swift Configuration, a new standard for managing configuration in Kubernetes-native Swift services. It addresses gaps in manual environment-variable and file-based approaches by providing layered provider models, hot reloading for ConfigMap-backed volumes, and immutable snapshots to prevent torn reads during live traffic.

#Kubernetes #configuration #Swift #cloud-native

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A Trailing Slash Bypassed AWS API Gateway Authorization Security 9.0
InfoQ DevOps

A Trailing Slash Bypassed AWS API Gateway Authorization

A security researcher discovered that appending a trailing slash to AWS HTTP API paths bypassed Lambda authorizer authentication entirely, enabling unauthenticated access. The root cause is path normalization mismatch between HTTP API's greedy route matching and its authorization layer, a vulnerability class also seen in gRPC-Go (CVE-2026-33186).

#CVE #AWS #API Gateway #authorization bypass

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How to Post-Train Autonomous Vehicle Models in Closed-Loop with NVIDIA Alpamayo AI 7.0
NVIDIA Developer Blog

How to Post-Train Autonomous Vehicle Models in Closed-Loop with NVIDIA Alpamayo

NVIDIA Alpamayo enables closed-loop post-training of vision-language-action (VLA) models for autonomous vehicles, where model outputs directly affect environment feedback rather than comparing against ground-truth. This bridges the gap between open-loop training and real-world deployment by incorporating environmental consequences into the learning loop.

#VLA models #autonomous vehicles #post-training #closed-loop

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Gavriel Cohen found his own code inside OpenClaw, so he walked away Security 7.0
The New Stack

Gavriel Cohen found his own code inside OpenClaw, so he walked away

A developer discovered his own code bundled inside OpenClaw (formerly Clawd Bot), an agent framework built on Claude Code, raising immediate security concerns about package provenance and supply-chain integrity. Cohen, who had previously built the package, found it included in OpenClaw's dependency tree without attribution or consent, prompting him to fork the project as NanoClaw to address governance and transparency issues.

#agents #supply-chain #security #Claude

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AI retrieval at scale is becoming a systems problem, not a tooling problem AI 8.0
The New Stack

AI retrieval at scale is becoming a systems problem, not a tooling problem

Production RAG and agentic systems now require integrated retrieval combining keyword matching, semantic search, ranking, and real-time signals in a single request path, moving beyond standalone vector databases. The shift from model-quality focus to operational trade-offs like latency, ranking quality, and architectural simplicity reflects how retrieval has become a systems integration challenge rather than a pure tooling problem.

#RAG #retrieval #ranking #vector search

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The DIY platform trap that's burning out engineering teams DevOps 7.0
The New Stack

The DIY platform trap that's burning out engineering teams

Platform teams building custom automation stacks often create unmaintainable complexity that outlives its original authors, shifting toil from workflow execution to infrastructure archaeology. The article argues that layering scripts, blueprints, orchestration, and GitOps without clear ownership and documentation trades one problem for another, leaving teams debugging intent rather than applications.

#platform engineering #DevOps #automation #technical debt

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I tested Cursor's new Jira integration and it's 5 stars, no notes. Here's why. AI 6.0
The New Stack

I tested Cursor's new Jira integration and it's 5 stars, no notes. Here's why.

Cursor's new Jira integration allows developers to assign tickets directly as prompts without context switching or copy-paste, tested across four scenarios with varying ticket clarity. The integration performed well on both well-written and vague tickets, though it requires Cursor Teams subscription (no free trial) and is currently low-adoption in the Atlassian marketplace with only 548 installs.

#Cursor #Jira #LLM agents #developer tools

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Arm Open-Sources Metis, an AI Security Framework Outperforming Traditional SAST Tools AI 7.0
InfoQ DevOps

Arm Open-Sources Metis, an AI Security Framework Outperforming Traditional SAST Tools

Arm has open-sourced Metis, an agentic AI framework that uses semantic reasoning to autonomously discover software vulnerabilities across component dependencies. Unlike pattern-based SAST tools, Metis applies LLM-driven reasoning to analyze code relationships and generates natural language explanations for findings, demonstrating better detection of complex security issues.

#agents #security #LLM #SAST

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Why GPT-5.4, Claude, and Gemini can't agree on basic, real-world facts AI 7.0
The New Stack

Why GPT-5.4, Claude, and Gemini can't agree on basic, real-world facts

Analysis from Lenz claim-verification platform shows five frontier LLMs (GPT-5.4, Claude Opus 4.7, Gemini 3 Pro, Gemini 3 Pro + Search, Sonar Pro) disagreed on 67% of 1,000 real-world fact-check claims using a 4-bucket rubric (True/Mostly True/Misleading/False). The split reflects intentional coverage of production inference modes from latency-sensitive to throughput-aware.

#LLM #evals #factuality #inference

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Replit's vibe coding platform just got a Visa-backed identity layer for AI agents — and it changes how agents spend money AI 7.0
The New Stack

Replit's vibe coding platform just got a Visa-backed identity layer for AI agents — and it changes how agents spend money

Replit and Visa announced a strategic partnership integrating Visa Intelligent Commerce capabilities into Replit's development environment. Developers now have native access to tokenization, authentication, wallet management, and payment instructions within agent-building workflows, enabling agents to execute transactions directly.

#AI agents #payments #commerce #tool-use

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Opus 4.8 Made Claude Smarter. Token Discipline Got Urgent. AI 6.0
The New Stack

Opus 4.8 Made Claude Smarter. Token Discipline Got Urgent.

Anthropic released Claude Opus 4.8, claimed as the smartest model yet, amid viral stories of enterprises facing runaway LLM costs (including an unverified claim of half-billion dollar monthly spend). The article argues that token efficiency and usage limits have become critical operational concerns as frontier models improve but inference costs remain high.

#LLM #Claude #cost #inference

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Google Cloud Suspends Railway's Production Account, Causing Eight-Hour Platform-Wide Outage Cloud 8.0
InfoQ DevOps

Google Cloud Suspends Railway's Production Account, Causing Eight-Hour Platform-Wide Outage

Google Cloud's automated abuse-detection systems suspended Railway's production GCP account without warning, causing an eight-hour outage affecting 3 million users. Because Railway's control plane ran on GCP while workloads spanned AWS and bare metal, the suspension cascaded across all providers. Railway is now treating GCP as backup-only infrastructure.

#outage #cloud #infrastructure #GCP

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Comprehensive observability for Amazon SageMaker AI LLM inference: From GPU utilization to LLM quality AI 7.0
AWS ML Blog

Comprehensive observability for Amazon SageMaker AI LLM inference: From GPU utilization to LLM quality

AWS details a two-dimensional observability framework for SageMaker LLM inference: quantity metrics (latency, throughput, GPU utilization, cost) and quality metrics (response accuracy, compliance, consistency). The approach stages observability from core operational signals through sampling-based LLM quality monitoring to detect distribution shift and capacity bottlenecks in production deployments.

#LLM #observability #inference #SageMaker

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DynoSim: Simulating the Pareto Frontier AI 7.0
NVIDIA Developer Blog

DynoSim: Simulating the Pareto Frontier

NVIDIA describes DynoSim, a tool for simulating LLM serving configurations and their performance trade-offs across model backend, tensor parallelism, prefill/decode split, worker counts, scheduler settings, routing policy, KV cache behavior, and autoscaling thresholds. DynoSim helps identify Pareto-optimal serving configurations without exhaustive real-world testing.

#LLM #serving #inference #optimization

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AI Doesn't Scale Until You Stop Calling It Innovation AI 6.0
Databricks Blog

AI Doesn't Scale Until You Stop Calling It Innovation

Databricks argues that enterprise AI adoption stalls when organizations treat AI as a one-off innovation project rather than operationalized infrastructure. The post emphasizes that scaling AI requires moving from experimental teams to integrated MLOps practices, data governance, and production-grade systems.

#MLOps #AI infrastructure #enterprise AI #operationalization

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Developer's guide to Gemini Enterprise and A2UI integration AI 8.0
Google Cloud Blog

Developer's guide to Gemini Enterprise and A2UI integration

Google released A2UI, an open protocol for agent-driven user interfaces, enabling agents to render rich interactive UI (date pickers, maps, multi-select lists) natively in Gemini Enterprise chat and custom frontends. Solves multi-turn slot-filling and choice rendering problems in agentic workflows using Google Agent Development Kit and A2A protocol.

#agents #A2UI #Gemini Enterprise #UI protocol

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How to Automate AI Model Documentation with the NVIDIA MCG Toolkit AI 7.0
NVIDIA Developer Blog

How to Automate AI Model Documentation with the NVIDIA MCG Toolkit

NVIDIA MCG Toolkit automates generation of model cards and regulatory documentation for AI models, addressing compliance requirements under AB-2013 and EU AI Act. The toolkit captures model behavior, training data, performance metrics, and intended use in auditable format before release.

#model cards #MLOps #compliance #documentation

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AlloyDB Hot Standby: Faster failovers, consistent performance Cloud 7.0
Google Cloud Blog

AlloyDB Hot Standby: Faster failovers, consistent performance

AlloyDB for PostgreSQL introduces Hot Standby, a new high-availability architecture that keeps the standby node warm and cache-ready to eliminate database startup and cache-warming delays during failover. The separation of compute and storage with synchronous WAL writes to a regional log persistor ensures durability while reducing recovery time.

#AlloyDB #PostgreSQL #high-availability #failover

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From petabytes to predictions: Easy BigQuery insights in Google Sheets Cloud 6.0
Google Cloud Blog

From petabytes to predictions: Easy BigQuery insights in Google Sheets

Connected Sheets bridges BigQuery and Google Sheets, eliminating CSV exports and data silos by providing a secure, live connection to petabyte-scale datasets directly in Sheets. Business users can analyze billions of rows without SQL while admins maintain governance through table-level access controls and Workspace data protections.

#BigQuery #data-analytics #governance #Google Sheets

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Cool stuff Google Cloud customers built, May edition: Agentic algorithms for supply chains; virtual try-on APIs; robotic camera operators & more Cloud 5.0
Google Cloud Blog

Cool stuff Google Cloud customers built, May edition: Agentic algorithms for supply chains; virtual try-on APIs; robotic camera operators & more

Google Cloud customer showcase featuring Urban Outfitters migrating 11TB Oracle database to AlloyDB for PostgreSQL, BASF using AlphaEvolve for supply-chain mapping, WPP training humanoid robots with vision, and Breuninger deploying Virtual Try-On APIs. Demonstrates production AI agent and infrastructure use cases across retail, manufacturing, and logistics.

#agents #AlloyDB #supply-chain #computer vision

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Claude Opus 4.8 is now available in Microsoft Foundry AI 7.0
Azure Blog

Claude Opus 4.8 is now available in Microsoft Foundry

Anthropic's Claude Opus 4.8 model is now available in Microsoft Azure AI Foundry, offering improved performance for coding, agentic workflows, and document-heavy analysis. The model is designed to handle longer-running tasks, maintain coherence across complex multi-step workflows, use tools reliably, and support production enterprise applications.

#LLM #Claude #agents #Azure

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Attackers Use LLM Agent for Post-Exploitation After Marimo CVE-2026-39987 Exploit Security 8.0
The Hacker News

Attackers Use LLM Agent for Post-Exploitation After Marimo CVE-2026-39987 Exploit

Threat actors exploited CVE-2026-39987 in publicly-accessible Marimo notebooks to gain initial access, then deployed an LLM agent to automate post-compromise actions including credential extraction and lateral movement. The attack demonstrates operational use of agentic AI for attack orchestration beyond initial exploitation.

#LLM agents #CVE #post-exploitation #credential theft

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Why Linux creator Linus Torvalds gets angry hearing "99% of code is AI" AI 6.0
The New Stack

Why Linux creator Linus Torvalds gets angry hearing "99% of code is AI"

Linus Torvalds argues that AI is a productivity tool for developers, not a replacement for programming, comparing it to historical shifts from machine code to compilers. He emphasizes that serious long-lived projects require deep understanding of generated code and system architecture, not just prompt engineering.

#AI #programming #productivity #code generation

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"The AI did it" won't save you when EU regulators come knocking Security 8.0
The New Stack

"The AI did it" won't save you when EU regulators come knocking

The EU's Cyber Resilience Act imposes strict accountability for software vulnerabilities starting September 2026, with no distinction between human-written and AI-generated code. Organizations must now document and secure their entire SDLC while managing the compliance burden of AI tools that generate code faster than teams can review.

#security #compliance #AI-generated-code #vulnerability-management

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Vendor neutrality isn't magic: A hard look at the OpenTelemetry ecosystem DevOps 7.0
The New Stack

Vendor neutrality isn't magic: A hard look at the OpenTelemetry ecosystem

The article examines the limits of OpenTelemetry's vendor neutrality promise, tracing how the standard's roots in distributed tracing shaped its design and where ecosystem lock-in actually occurs. It argues that while OTel provides a neutral data format and transport, switching vendors remains difficult in practice, similar to format portability not guaranteeing platform switching ease.

#observability #OpenTelemetry #vendor-neutrality #distributed-tracing

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The fix for soaring AI cloud bills exists — so why won't we trust it? DevOps 6.0
The New Stack

The fix for soaring AI cloud bills exists — so why won't we trust it?

Despite 89% of organizations prioritizing automated resource right-sizing to control GPU-driven AI cloud costs, 71% of Kubernetes engineers still require human review for CPU and memory changes. The article explores the trust gap between automation for productivity gains versus automation for cost reduction.

#Kubernetes #cost-optimization #resource-management #automation

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AI is shipping code faster than security was built to handle AI 7.0
The New Stack

AI is shipping code faster than security was built to handle

Snyk launched Evo Continuous Offensive Security, an AI-powered pentesting product that runs continuously rather than annually, addressing the 350-day coverage gap left by traditional 15-day pentesting engagements. The product targets the emerging need for continuous vulnerability detection in AI-generated code and against agentic attackers.

#AI-agents #penetration-testing #vulnerability-detection #application-security

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AI-Assisted Migration Tool Helps Teams Move from ingress-nginx to Higress in Minutes AI 7.0
InfoQ DevOps

AI-Assisted Migration Tool Helps Teams Move from ingress-nginx to Higress in Minutes

An AI-assisted migration tool demonstrated by CNCF successfully migrated 60 ingress-nginx resources to Higress in approximately 30 minutes, showcasing practical application of AI for Kubernetes networking infrastructure modernization. The tool automates the translation of ingress-nginx configurations to Higress equivalents.

#AI #Kubernetes #ingress-nginx #Higress

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Building a cloud native internal developer platform with Kubernetes, GitOps, and supply chain security DevOps 7.0
CNCF Blog

Building a cloud native internal developer platform with Kubernetes, GitOps, and supply chain security

The CNCF describes a reference architecture for an Internal Developer Platform built on Kubernetes, GitOps (Argo CD), and Infrastructure as Code, addressing deployment inconsistencies, secret management, cost overhead, and observability fragmentation. The design applies to any CNCF-conformant Kubernetes distribution, including managed AKS.

#Kubernetes #GitOps #IDP #infrastructure-as-code

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What 2,000 Exposed Vibe-Coded Apps Reveal About the Limits of Most Security Stacks Security 7.0
The Hacker News

What 2,000 Exposed Vibe-Coded Apps Reveal About the Limits of Most Security Stacks

Analysis of 2,000 exposed applications built with Vibe (AI-coded apps) reveals shadow AI risk: employees building full production applications with AI tools without security or IT oversight, then publishing them publicly. The report highlights how artifact risk has shifted from prompt injection to unsecured AI-generated products in production.

#shadow AI #AI-generated code #supply-chain risk #governance

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Malicious Sicoob NuGet Steals Banking Credentials as npm Packages Target Cloud Secrets Security 8.0
The Hacker News

Malicious Sicoob NuGet Steals Banking Credentials as npm Packages Target Cloud Secrets

Researchers discovered malicious NuGet package versions 2.0.0-2.0.4 of 'Sicoob.Sdk' masquerading as a C# SDK for Brazil's Sicoob financial cooperative, exfiltrating client IDs and PFX certificates. The attack targets cloud secrets and banking credentials through package repository supply-chain compromise.

#supply-chain #NuGet #credential theft #package repository

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Kimsuky Deploys HTTPSpy, Expands Arsenal with HelloDoor and VS Code Tunnels Security 7.0
The Hacker News

Kimsuky Deploys HTTPSpy, Expands Arsenal with HelloDoor and VS Code Tunnels

North Korean state-sponsored Kimsuky (Velvet Chollima) conducted cyber attacks on South Korean military and corporate entities in March-April 2026 using new tools including HTTPSpy, HelloDoor, and VS Code Tunnels. Attack chain leveraged social engineering via spoofed security software and fake Webex pages.

#state-sponsored #North Korea #Kimsuky #social engineering

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Training Azerbaijani language models on Amazon SageMaker AI AI 7.0
AWS ML Blog

Training Azerbaijani language models on Amazon SageMaker AI

Azercell Telecom built a production Azerbaijani LLM on SageMaker using kernel-level optimizations and custom tokenization, achieving 23% higher training throughput, 58% lower peak GPU memory, and 2x improvement in tokens-per-word for morphologically rich languages. The framework uses PyTorch, Hugging Face Transformers, and Liger Kernels on ml.p5.48xlarge instances.

#LLM training #low-resource languages #kernel optimization #tokenization

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Build a custom portal with embedded Amazon SageMaker AI MLflow Apps DevOps 5.0
AWS ML Blog

Build a custom portal with embedded Amazon SageMaker AI MLflow Apps

This guide shows how to embed SageMaker MLflow Apps into SSO-integrated internal portals using a React frontend and Flask backend, eliminating presigned URL distribution and AWS Console access overhead. The solution provides data scientists a single bookmarkable URL for experiment tracking while CI/CD pipelines access MLflow REST APIs through SigV4-authenticated proxy endpoints.

#MLflow #MLOps #experiment tracking #SSO

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Evaluating Deep Agents using LangSmith on AWS AI 8.0
AWS ML Blog

Evaluating Deep Agents using LangSmith on AWS

LangSmith on AWS provides evaluation patterns for multi-step AI agents, combining offline pytest-based testing with online production monitoring. The guide walks through a text-to-SQL deep agent using Amazon Bedrock and Amazon Nova 2 Lite, demonstrating how to catch non-deterministic agent failures early and track reliability throughout the agent lifecycle.

#agents #evals #LangSmith #monitoring

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Introducing the next generation of AWS Resilience Hub for generative AI-based SRE resilience journey Cloud 6.0
AWS News

Introducing the next generation of AWS Resilience Hub for generative AI-based SRE resilience journey

AWS Resilience Hub now integrates generative AI for failure mode analysis, dependency discovery, and modular resilience policies to help SREs set consistent resilience goals and measure compliance across application portfolios. The update adds AWS Organizations integration for enterprise-wide reporting and structured policy composition rather than rigid single-type policies.

#resilience #SRE #AWS #failure analysis

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How the University of Central Oklahoma is using AI to streamline analysis of complex criminal cases AI 6.0
Google Cloud Blog

How the University of Central Oklahoma is using AI to streamline analysis of complex criminal cases

University of Central Oklahoma's Forensic Science Institute deployed Google's NotebookLM to accelerate analysis of complex criminal case documents and timeline construction. The AI-driven solution, prototyped during a hackathon, reduced analysis time from months to significantly shorter periods, establishing a new standard for forensic investigation workflows.

#NotebookLM #Gemini #document-analysis #case-management

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Unity Catalog and the next era of Apache Iceberg DevOps 6.0
Databricks Blog

Unity Catalog and the next era of Apache Iceberg

Databricks discusses the integration of Unity Catalog with Apache Iceberg as the foundation for next-generation open lakehouse architecture. The focus is on catalog-driven governance and metadata management for open table formats.

#Apache Iceberg #Unity Catalog #lakehouse #metadata

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Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications AI 7.0
AWS News

Introducing the next generation of Amazon OpenSearch Serverless for building your agentic AI applications

Amazon OpenSearch Serverless now scales from zero to thousands of requests per second with 60% cost savings versus provisioned clusters, instant resource creation, and 20x faster scaling. Native integrations with Vercel and Kiro enable production-ready vector and full-text search backends for AI agents in minutes without infrastructure management.

#vector search #serverless #agents #RAG

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Introducing Claude Opus 4.8 AI 7.0
Anthropic News

Introducing Claude Opus 4.8

Anthropic releases Claude Opus 4.8, an upgrade to the Opus model class with improved performance on coding, agentic tasks, and professional work, plus consistency improvements for long-running workflows.

#LLM #Claude #agents #coding

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SCIM in HashiCorp Vault standardizes provisioning in platforms DevOps 6.0
HashiCorp Blog

SCIM in HashiCorp Vault standardizes provisioning in platforms

HashiCorp Vault now supports SCIM (System for Cross-domain Identity Management) for standardized user and group provisioning, enabling joiner-mover-leaver workflows tied to authoritative identity providers. This reduces configuration drift, eliminates stale access, and extends identity-first security into secrets management without custom integrations.

#SCIM #identity #provisioning #Vault

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Automate AML alert triage with Amazon Quick and Snowflake Cortex AI AI 6.0
AWS ML Blog

Automate AML alert triage with Amazon Quick and Snowflake Cortex AI

Amazon Quick Flows integrated with Snowflake Cortex AI automates anti-money laundering alert triage, reducing investigation time from 30-90 minutes to under 5 minutes. The solution uses Amazon Quick's Model Context Protocol integration to orchestrate workflows across AWS services (S3, Glue, SageMaker, Bedrock) and Snowflake's AI Data Cloud.

#agents #workflow automation #compliance #Snowflake

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Why OpenAI and Anthropic are hiring forward deployed engineer teams AI 8.0
The New Stack

Why OpenAI and Anthropic are hiring forward deployed engineer teams

OpenAI and Anthropic are building forward deployed engineering (FDE) teams that embed directly with enterprise clients to integrate AI models into production systems. MIT research found 95 percent of enterprise AI pilots failed due to implementation challenges, not model quality, driving this shift toward hands-on deployment support.

#agents #enterprise AI #deployment #implementation

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AI in SRE: Where and how Google is deploying agentic AI to improve operations AI 8.0
Google Cloud Blog

AI in SRE: Where and how Google is deploying agentic AI to improve operations

Google SRE is adopting agentic AI to manage increasing system complexity driven by microservices, distributed infrastructure, and AI-generated code. The deployment addresses challenges from wider geographical distribution, complex product topologies, and continuous deployment pipelines by using AI as a force multiplier while maintaining operational control.

#agentic-AI #SRE #operations #reliability

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Evolving Dataflow to process massive datasets for machine learning Cloud 8.0
Google Cloud Blog

Evolving Dataflow to process massive datasets for machine learning

Google evolved its Flume data platform (successor to MapReduce) with innovations for large-scale ML data processing, including liquid sharding for dynamic work-unit splitting. These features are now available in Google Cloud Dataflow, addressing scalability and efficiency demands from training frontier models like Gemini and autonomous systems like Waymo.

#Dataflow #data-processing #machine-learning #scalability

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Nano Banana 2 and Nano Banana Pro are generally available, and already powering creative workflows AI 7.0
Google Cloud Blog

Nano Banana 2 and Nano Banana Pro are generally available, and already powering creative workflows

Google announces general availability of Nano Banana 2 (Gemini 3.1 Flash Image) and Nano Banana Pro (Gemini 3 Pro Image) via Gemini Enterprise Agent Platform for image generation and editing in enterprise workflows. Nano Banana 2 now supports video files as input prompts for context-aware image generation, with 1K and 2K output capabilities GA and 4K in preview.

#LLM #image generation #multimodal #agents

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Go from resource-level to business-level maintenance in Google Cloud Cloud 6.0
Google Cloud Blog

Go from resource-level to business-level maintenance in Google Cloud

Google Cloud launches App-centric maintenance visibility in Unified Maintenance, shifting from resource-focused to application-aware maintenance tracking. The feature integrates with App Hub to aggregate maintenance schedules for GKE clusters, Compute Engine VMs, and AlloyDB instances into a single business-oriented dashboard.

#observability #maintenance #GKE #Compute Engine

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Threat Actors Exploit Critical FortiClient EMS Flaw to Deploy Credential Stealer Security 7.0
The Hacker News

Threat Actors Exploit Critical FortiClient EMS Flaw to Deploy Credential Stealer

Threat actors are actively exploiting a critical, now-patched vulnerability in FortiClient Endpoint Management Server (EMS) to deliver credential-stealing malware across managed endpoints. The campaign abused trusted endpoint management infrastructure to distribute payloads, demonstrating how attackers weaponize legitimate management tools to compromise organizations at scale.

#CVE #FortiClient #credential-theft #endpoint-management

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Microsoft Slams Public Zero-Day Disclosures Amid GitHub Researcher Account Removal Security 6.0
The Hacker News

Microsoft Slams Public Zero-Day Disclosures Amid GitHub Researcher Account Removal

Microsoft has publicly advocated for Coordinated Vulnerability Disclosure (CVD) practices, urging researchers to notify vendors before public disclosure. The statement follows removal of a researcher's GitHub account after they disclosed multiple zero-day details, reigniting debate over responsible disclosure timing and researcher accountability.

#CVE #disclosure-policy #zero-day #responsible-disclosure

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ThreatsDay Bulletin: Claude Security Plugin, Azure Priv-Esc, Kali365 MFA Bypass, FIFA Scams +15 More Security 5.0
The Hacker News

ThreatsDay Bulletin: Claude Security Plugin, Azure Priv-Esc, Kali365 MFA Bypass, FIFA Scams +15 More

A weekly threat bulletin covering 18+ security incidents including a Claude security plugin vulnerability, Azure privilege escalation, Kali365 MFA bypass, and phishing campaigns. The digest highlights recurring patterns of low-effort malware distribution, exposed infrastructure, and social-engineering tactics across multiple platforms and services.

#threat-roundup #Azure #MFA-bypass #privilege-escalation

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How we built Cloudflare's data platform and an AI agent on top of it AI 8.0
Cloudflare Blog

How we built Cloudflare's data platform and an AI agent on top of it

Cloudflare built Town Lake, a unified SQL analytics platform consolidating data from 50+ disparate systems (Postgres, ClickHouse, Kafka, BigQuery), and Skipper, an AI data agent that answers plain-English questions in seconds. The system solves data sprawl by providing a single interface to petabytes of production data across 330+ cities.

#AI agents #data platform #analytics #LLM

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Claw-style AI agents are coming to the enterprise. The governance infrastructure is still catching up. AI 7.0
The New Stack

Claw-style AI agents are coming to the enterprise. The governance infrastructure is still catching up.

Automation Anywhere announced EnterpriseClaw, wrapping Nvidia's OpenShell runtime (which enables agents to replicate human keyboard actions) in centralized governance for enterprise deployment. The platform integrates with Cisco, Okta, and OpenAI, but reveals a critical gap: enterprises lack security and IAM frameworks to safely govern autonomous agents with device-level file system access and runtime tool creation.

#agents #governance #enterprise #OpenShell

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The agentic identity crisis: Why your security isn't ready for the AI revolution AI 8.0
The New Stack

The agentic identity crisis: Why your security isn't ready for the AI revolution

As AI agents move from chatbots to autonomous API callers and file readers, legacy IAM models fail. Agents operate in an identity vacuum, inheriting broad service-account or human-user permissions, creating a 144:1 agent-to-human ratio in production. The article maps the shift from input-validation security to action-based threat modeling, where prompt injection triggers malicious tool calls rather than display errors.

#agents #IAM #security #prompt-injection

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How Endava builds an agentic organization with Codex AI 6.0
OpenAI Blog

How Endava builds an agentic organization with Codex

Endava deployed OpenAI's Codex to automate software delivery workflows, reducing requirements analysis from weeks to hours through agentic task orchestration. The case study demonstrates how agents can coordinate across teams to accelerate development cycles and reduce manual handoffs.

#agents #LLM #automation #software delivery

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New AI Usage Report: Enterprise AI Risk Is Heavily Concentrated Among a Small Group of AI "Power users" AI 7.0
The Hacker News

New AI Usage Report: Enterprise AI Risk Is Heavily Concentrated Among a Small Group of AI "Power users"

LayerX Security's State of AI Usage Report 2026 reveals that enterprise AI risk is not evenly distributed but concentrated among a small group of power users and specific platforms. The research highlights a significant visibility gap in how organizations understand and track their actual AI exposure and usage patterns.

#AI-security #risk-concentration #visibility-gap #enterprise-AI

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Debugging the undebuggable: building observability into probabilistic AI systems AI 8.0
The New Stack

Debugging the undebuggable: building observability into probabilistic AI systems

Traditional debugging fails for LLM and agent workflows because failures are non-deterministic, reasoning steps are hidden, and retrieval can silently return low-quality context. The article shifts the paradigm from log-based debugging to observability-driven engineering, showing how to instrument AI services to surface hidden reasoning, tool failures, and retrieval quality.

#observability #LLM #agents #debugging

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The Kubernetes integration tax: Prometheus, Cilium and production reality DevOps 8.0
CNCF Blog

The Kubernetes integration tax: Prometheus, Cilium and production reality

Platform teams spend 80% of their time wiring together 20-30 CNCF projects (Prometheus, ArgoCD, Cilium, cert-manager, Velero, Sealed Secrets, Kyverno) rather than installing or tuning them individually. The article documents the hidden cost of integration: Prometheus had no ServiceMonitors for Cilium metrics, leaving on-call engineers blind despite Hubble working correctly, illustrating how integration gaps cascade across production stacks.

#Kubernetes #Prometheus #Cilium #integration

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JINX-0164 Targets Cryptocurrency Firms with Fake Recruiter Lures and macOS Malware Security 7.0
The Hacker News

JINX-0164 Targets Cryptocurrency Firms with Fake Recruiter Lures and macOS Malware

A previously undocumented threat actor (JINX-0164) has targeted cryptocurrency organizations using recruitment-themed social engineering and custom macOS malware. The campaign specifically targeted CI/CD infrastructure, demonstrating sophisticated targeting of development pipelines to facilitate digital asset theft.

#threat-actor #macOS-malware #social-engineering #CI/CD-targeting

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OpenAI's Frontier Governance Framework AI 5.0
OpenAI Blog

OpenAI's Frontier Governance Framework

OpenAI published a governance framework documenting its AI safety, security, and risk practices in alignment with emerging EU and California regulations. The framework outlines operational controls and compliance mechanisms for frontier model deployment.

#AI safety #governance #compliance #regulation

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Process financial documents using Amazon Bedrock Data Automation AI 7.0
AWS ML Blog

Process financial documents using Amazon Bedrock Data Automation

Amazon Bedrock Data Automation (BDA) extracts structured data from financial documents like tax forms, loan statements, and vendor contracts using foundation models with visual grounding and confidence scores. The service reduces hallucination risk and improves accuracy over raw OCR or generic Claude extraction at lower cost.

#Bedrock #document-extraction #foundation-models #financial-automation

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Reliable LLM Inference at Scale AI 7.0
Databricks Blog

Reliable LLM Inference at Scale

Databricks describes its inference platform architecture for serving frontier LLMs reliably at scale. The post covers handling variable load, fault tolerance, and cost optimization for production LLM workloads.

#LLM #inference #serving #reliability

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Snowflake commits $6B to AWS as it pushes deeper into AI Cloud 7.0
The New Stack

Snowflake commits $6B to AWS as it pushes deeper into AI

Snowflake announces a five-year, $6 billion commitment to AWS for Graviton compute and GPU-accelerated EC2 instances. The deal covers AI model training and inference workloads, plus cost-efficient general compute for traditional data warehousing, with expanded AWS Marketplace presence.

#Snowflake #AWS #GPU #Graviton

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Building AI agents for business support using Amazon Bedrock AgentCore AI 7.0
AWS ML Blog

Building AI agents for business support using Amazon Bedrock AgentCore

Works Human Intelligence (WHI) built two AI agents using Amazon Bedrock AgentCore for HR operations: a Commuting Allowance Agent for approval workflows and a Browser Operation Agent for system navigation. The solution reduced operational costs by up to 97% while improving efficiency for HR system management.

#agents #Bedrock #AgentCore #HR-automation

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From data overload to actionable insights: How Verizon Connect scaled agentic AI to 100,000 users AI 8.0
AWS ML Blog

From data overload to actionable insights: How Verizon Connect scaled agentic AI to 100,000 users

Verizon Connect deployed agentic AI to analyze 500 million daily data points across 1.2 million vehicle subscriptions, replacing manual spreadsheet analysis with dynamic pattern detection. The agent-based system identifies safety issues, maintenance needs, and operational inefficiencies at scale across 80,000 unique data indicators.

#agents #agentic-AI #fleet-management #data-analysis

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Why MotherDuck refuses to fork DuckDB AI 6.0
The New Stack

Why MotherDuck refuses to fork DuckDB

MotherDuck, a DuckDB commercialization startup, collaborates closely with DuckDB Labs rather than forking the open-source project. Operating the largest fleet of DuckDB databases in production, MotherDuck feeds operational insights back to core maintainers and now enables non-technical workers to query data via AI agents through MCP integration.

#DuckDB #MCP #agents #analytics

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How AWS SMGS uses an AI-powered conversational assistant to transform business management with Amazon Bedrock AgentCore AI 7.0
AWS ML Blog

How AWS SMGS uses an AI-powered conversational assistant to transform business management with Amazon Bedrock AgentCore

AWS built NarrateAI, a conversational agentic AI system using Amazon Bedrock AgentCore, to deliver on-demand business intelligence to leaders across the Sales, Marketing and Global Services organization. The two-layer architecture separates batch processing from real-time interaction, with specialized agents handling intelligent routing and validation.

#agents #AgentCore #business-intelligence #conversational-AI

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Researcher "gave Claude Code 'ADHD'... and it thinks 2x better now." Outside experts want more proof. AI 5.0
The New Stack

Researcher "gave Claude Code 'ADHD'... and it thinks 2x better now." Outside experts want more proof.

Udit Akhouri released ADHD, a Claude Agent SDK skill that implements tree-of-thought reasoning with cognitive-frame branching and pruning. The tool fans out parallel reasoning branches, scores them, and deepens the most promising paths. Akhouri clarifies the tool excels at brainstorming and planning rather than direct code generation, though the "2x better" claim lacks independent validation.

#agents #reasoning #Claude #tree-of-thought

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Powering agentic AI sales strategy with Amazon Bedrock AgentCore AI 7.0
AWS ML Blog

Powering agentic AI sales strategy with Amazon Bedrock AgentCore

AWS Sales built Field Advisor on Amazon Bedrock AgentCore to orchestrate 20+ domain-specific agents handling CRM operations, meeting scheduling, customer insights, product recommendations, and compliance checks. The unified orchestration layer eliminates context-switching and manual agent selection for sales representatives.

#agents #AgentCore #orchestration #sales-automation

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Coding agents in the social sciences AI 7.0
Anthropic Research

Coding agents in the social sciences

Anthropic research explores how coding agents can be applied to social science research tasks, examining their capabilities in data analysis, statistical modeling, and research automation. The work demonstrates practical use cases for AI agents in accelerating social science workflows.

#agents #coding #research #social-sciences

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"There is no accountability": AI coding agents are installing packages no one owns Security 8.0
The New Stack

"There is no accountability": AI coding agents are installing packages no one owns

Aikido Security highlights a critical gap in enterprise AI agent governance: when Claude Code, GitHub Copilot, or Cursor autonomously install packages and dependencies, no team owns the security risk. Aikido Endpoint inspects packages, plugins, and extensions before installation and blocks malware; the company also launched Aikido Infinite for continuous AI penetration testing.

#security #agents #supply-chain #package management

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"Tokenmaxxing is real, expensive & it's spreading": New tools emerge to stop AI budgets from exploding AI 7.0
The New Stack

"Tokenmaxxing is real, expensive & it's spreading": New tools emerge to stop AI budgets from exploding

Enterprises increasingly treat token consumption as a productivity proxy, leading to runaway costs. Uber's CTO blew through his Claude budget faster than expected, prompting the COO to demand cost-to-outcome mapping. New tools and practices are emerging to tie token usage to shipped features rather than raw consumption metrics.

#LLM #cost #budgeting #Claude

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A Guide to AI Cold Starts on Cloud Run Cloud 7.0
Google Cloud Blog

A Guide to AI Cold Starts on Cloud Run

Google Cloud explores infrastructure patterns to minimize cold-start latency when serving AI models on Cloud Run, addressing startup delays of 20+ seconds that drive developers back to GKE. The guide covers GPU fungibility, architectural decisions, and production strategies from Elastic serving millions of daily requests across 17+ model variants while maintaining scale-to-zero efficiency.

#Cloud Run #GPU #cold starts #serverless

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Private analytics via zero-trust aggregation Security 6.0
Google Research Blog

Private analytics via zero-trust aggregation

Google Research presents a zero-trust aggregation framework for privacy-preserving analytics. The approach enables secure data collection and analysis without requiring trust in a central aggregator, using cryptographic techniques to protect individual records while computing aggregate statistics.

#privacy #cryptography #zero-trust #aggregation

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With Google's debut, the most important AI agent feature is now the most boring one AI 8.0
The New Stack

With Google's debut, the most important AI agent feature is now the most boring one

Google repositioned Antigravity as a managed agent platform; Anthropic shipped Claude Managed Agents in April, and AWS added a configuration-first harness to Bedrock AgentCore. All three now offer the same core abstraction: a remote sandbox where agents reason, call tools, run code, and browse the web without orchestration code. Managed runtime has become table-stakes infrastructure.

#agents #infrastructure #managed services #orchestration

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Announcing Lakebase Change Data Feed (CDF) Cloud 7.0
Databricks Blog

Announcing Lakebase Change Data Feed (CDF)

Databricks introduces Change Data Feed (CDF) for Lakebase, enabling efficient capture and streaming of data modifications. CDF simplifies CDC (change data capture) workflows without requiring external tooling or complex setup.

#CDC #change data feed #streaming #data pipelines

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Mitigating CVE-2026-31431 ("Copy Fail") in Docker Engine Security 7.0
Docker Blog

Mitigating CVE-2026-31431 ("Copy Fail") in Docker Engine

CVE-2026-31431 is a Linux kernel vulnerability affecting kernels back to 2017 that allows containers to create AF_ALG sockets. Docker Engine v29.4.3 and later restrict this syscall surface by default. Users on unpatched kernels without Docker v29.4.3 are exposed; Docker's mitigation initially broke 32-bit binaries and required iteration.

#CVE #Docker #security #containers

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Why AI agents need a Context Lake AI 7.0
The New Stack

Why AI agents need a Context Lake

Scaling AI agents across organizations hits three walls: security approval delays for MCP servers (often 9+ months), context-window overflow from too many tools, and agents lacking organizational knowledge (e.g., service ownership). A Context Lake pattern centralizes and gates access to curated data sources, reducing approval friction and improving agent reasoning.

#agents #MCP #context #security

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Introducing Google AI Threat Defense to help you outpace the adversary Security 6.0
Google Cloud Blog

Introducing Google AI Threat Defense to help you outpace the adversary

Google launches AI Threat Defense, an automated security system using multiple AI models to detect and stop AI-powered attacks that now execute in hours instead of weeks. The system analyzes infrastructure, prioritizes threats, patches vulnerabilities, and continuously monitors for new attacks without relying on manual methods.

#security #AI agents #threat detection #automation

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3 SOC Steps that Shut Down Incident Risks Early Security 5.0
The Hacker News

3 SOC Steps that Shut Down Incident Risks Early

Modern attacks hide within legitimate processes rather than forcing entry, requiring SOC teams to shift from perimeter-defense thinking to early-stage risk accumulation detection. The article outlines operational changes to catch incidents before they escalate.

#SOC #incident-response #threat-detection #risk-management

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GPU autoscaling on Kubernetes with KEDA: Building an external scaler DevOps 8.0
CNCF Blog

GPU autoscaling on Kubernetes with KEDA: Building an external scaler

Default Kubernetes autoscaling ignores GPU metrics, wasting accelerator capacity and increasing inference latency for vLLM, Triton, and agentic inference workloads. A custom KEDA external scaler using a DaemonSet solves the CGO and node-locality constraints of NVIDIA Management Library (NVML), enabling GPU-aware scaling on utilization, memory, temperature, and power draw.

#Kubernetes #GPU #KEDA #autoscaling

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Consul 2.0 improves flexibility, control, and scalability DevOps 6.0
HashiCorp Blog

Consul 2.0 improves flexibility, control, and scalability

Consul 2.0 adds multi-port support for Kubernetes service mesh (beta), CyberArk Workload Identity Manager integration as external CA, global RPC rate limiting, and API Gateway auto-scaling. These features improve service discovery, mTLS enforcement, and operational efficiency in multi-platform environments.

#Consul #service-mesh #Kubernetes #mTLS

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Continuous Offensive Security: The Line We've Been Walking Security 6.0
Snyk Blog

Continuous Offensive Security: The Line We've Been Walking

Snyk's Continuous Offensive Security platform integrates DAST, AI-driven pentesting, and agent-based red teaming to identify exploitable vulnerabilities before attackers. The approach combines dynamic scanning with AI agents to simulate real attack chains rather than cataloging isolated bugs.

#security #DAST #pentesting #agents

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Warp's big bet on building open source with GPT-5.5 AI 7.0
OpenAI Blog

Warp's big bet on building open source with GPT-5.5

Warp integrates GPT-5.5 and OpenAI models to coordinate coding agents across local, cloud, and open-source development workflows. The platform uses AI agents to orchestrate multi-environment development tasks, combining local execution with cloud resources.

#agents #LLM #coding #orchestration

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Reachy Mini goes fully local AI 6.0
Hugging Face Blog

Reachy Mini goes fully local

Reachy Mini, a humanoid robot platform, now runs conversational AI entirely on-device without cloud dependencies. The update enables local inference of language models on the robot's embedded hardware.

#inference #edge #robotics #local models

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Extract More Kernel Performance with NVIDIA CompileIQ Auto-Tuning AI 7.0
NVIDIA Developer Blog

Extract More Kernel Performance with NVIDIA CompileIQ Auto-Tuning

NVIDIA CompileIQ automates compiler flag tuning for GPU kernels, targeting the final performance gains after manual optimization exhausts obvious wins. The tool addresses a critical bottleneck in LLM inference pipelines where profilers show no remaining headroom despite weeks of tuning batch sizes, quantization, and kernel fusion.

#GPU #compiler #performance #LLM inference

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NVIDIA CUDA 13.3 Enhances GPU Development with Tile Programming in C++, Compiler Autotuning, and Python Updates Engineering 8.0
NVIDIA Developer Blog

NVIDIA CUDA 13.3 Enhances GPU Development with Tile Programming in C++, Compiler Autotuning, and Python Updates

CUDA 13.3 introduces CUDA Tile programming in C++, a high-level abstraction for tile-based kernel development that automatically manages low-level GPU details. The release adds compiler autotuning and Python updates, with Tile support now available on Compute Capability 9.0 and later.

#CUDA #GPU #tile programming #C++

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Technical deep dive: AgentCore payments and innovation in agentic commerce AI 6.0
AWS ML Blog

Technical deep dive: AgentCore payments and innovation in agentic commerce

Amazon Bedrock AgentCore provides managed infrastructure for deploying autonomous AI agents at scale, abstracting server management and security. The post discusses how agentic AI is reshaping business models, with APIs shifting to pay-per-use pricing for agent traffic and content providers monetizing agent access. AgentCore addresses the challenge of agents accessing paid services and transacting in real time.

#agents #LLM #infrastructure #payments

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Build highly scalable serverless LangGraph multi-agent systems in AWS with Amazon Bedrock AgentCore AI 7.0
AWS ML Blog

Build highly scalable serverless LangGraph multi-agent systems in AWS with Amazon Bedrock AgentCore

This post demonstrates building serverless multi-agent systems using LangGraph orchestrators integrated with Amazon Bedrock AgentCore Memory and Observability. The architecture combines AWS Lambda and Step Functions for automatic scaling, durable state management, and deterministic agent coordination. LangGraph's graph-based execution model enables complex multi-tool workflows with fine-grained cost control.

#agents #LangGraph #serverless #orchestration

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Build high-performance generative AI systems with Strands Agents, NVIDIA NIM, and Amazon Bedrock AgentCore AI 7.0
AWS ML Blog

Build high-performance generative AI systems with Strands Agents, NVIDIA NIM, and Amazon Bedrock AgentCore

This post covers building high-performance multi-agent systems combining Strands Agents, NVIDIA NIM GPU-accelerated inference, and Amazon Bedrock AgentCore. The architecture addresses production challenges: inference latency under concurrent load, context loss in stateless environments, and visibility into multi-agent execution. A campaign review system example demonstrates parallel agent coordination with shared memory and observability.

#agents #inference #GPU #NVIDIA NIM

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Reconciling the Past: Correcting Records for Unfixed Kubernetes CVEs Security 7.0
Kubernetes Blog

Reconciling the Past: Correcting Records for Unfixed Kubernetes CVEs

The Kubernetes Security Response Committee is correcting CVE records for three unfixed vulnerabilities (CVE-2020-8561, CVE-2020-8562, CVE-2021-25740) that were incorrectly marked as fixed. These issues represent architectural design trade-offs that cannot be remediated without breaking core Kubernetes functionality. The corrections, effective June 1, 2026, will improve accuracy in vulnerability scanners and OSV feeds.

#CVE #Kubernetes #security #vulnerability-scanning

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AgentWatch: Proactive AWS monitoring with ambient agents AI 6.0
AWS ML Blog

AgentWatch: Proactive AWS monitoring with ambient agents

AgentWatch uses ambient AI agents to provide proactive monitoring of AWS resources across multiple accounts, moving beyond reactive CloudWatch alarms. The system addresses alert fatigue and delayed incident detection by correlating metrics, logs, and alarms from CloudWatch, Lambda, and EC2 to surface actionable insights before customer impact. Agents reduce context-switching and manual dashboard triage.

#agents #observability #monitoring #AWS

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From idea to AI app: Creating intelligent research assistants with Strands AI 5.0
AWS ML Blog

From idea to AI app: Creating intelligent research assistants with Strands

This post demonstrates building a functional AI research assistant in 30 lines of code using Strands Agents and AWS services. The example integrates Amazon Bedrock foundation models with Kiro, an AI-powered IDE that scaffolds agent code. Strands Powers package MCP servers and API patterns to enable rapid agent development without deep ML expertise.

#agents #Strands #rapid-development #IDE

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Build an enterprise observability solution for Amazon Quick Cloud 5.0
AWS ML Blog

Build an enterprise observability solution for Amazon Quick

This post describes consolidating Amazon Quick operational data into a centralized observability solution using CloudWatch vended logs, CloudTrail events, and Amazon S3 data lakes. The solution enables tracking adoption, measuring user satisfaction, monitoring costs, and auditing governance across hundreds to thousands of users. QuickSight dashboards and Quick custom chat agents provide querying and analysis via Amazon Athena.

#observability #data-lake #Amazon Quick #governance

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SilverTorch: Index as Model — A New Retrieval Paradigm for Recommendation Systems AI 8.0
Meta Engineering

SilverTorch: Index as Model — A New Retrieval Paradigm for Recommendation Systems

Meta introduces SilverTorch, a unified neural-network-based retrieval system that replaces microservice-based recommendation pipelines, achieving 23.7x higher throughput and 20.9x better compute efficiency on GPUs. The system narrows millions of content items to thousands in under 100ms using a single model instead of stitched microservices.

#recommendation systems #retrieval #GPU #neural networks

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How we evolved Google's global and data center networks for the AI era AI 7.0
Google Cloud Blog

How we evolved Google's global and data center networks for the AI era

Google describes architectural changes to its global network and data centers to support AI workloads, including strategic placement near renewable energy sources, cross-campus workload distribution, and a vertically integrated stack from chips to Gemini Enterprise Agent Platform.

#AI infrastructure #network architecture #data center design #agents

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Transforming professional work: How Amazon Quick turns document creation from hours into minutes Cloud 5.0
AWS ML Blog

Transforming professional work: How Amazon Quick turns document creation from hours into minutes

Amazon Quick automates document and visualization creation by pulling live data from QuickSight dashboards, S3 data lakes, Redshift, and RDS, then assembling formatted professional documents. The system integrates organizational knowledge bases (Spaces) to inject company-specific context and terminology. Quick supports five output types including Word, PowerPoint, and Excel with full editability and brand consistency.

#Amazon Quick #document-generation #data-integration

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MuddyWater Uses DLL Side-Loading in Espionage Campaign Targeting 9 Countries Security 5.0
The Hacker News

MuddyWater Uses DLL Side-Loading in Espionage Campaign Targeting 9 Countries

Iranian hacking group MuddyWater conducted a campaign affecting at least nine organizations across nine countries in Q1 2026 using DLL side-loading techniques. Targets included industrial and electronics manufacturing, education, public sector, financial services, and professional services, per Symantec and Carbon Black threat research.

#DLL side-loading #espionage #threat intelligence #supply-chain

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The reason enterprise outages almost never start where ops teams think AI 6.0
The New Stack

The reason enterprise outages almost never start where ops teams think

HPE argues that hybrid cloud complexity and siloed systems make outage root causes invisible to traditional dashboards. The solution is moving from reactive monitoring to closed-loop operations using AI agents that treat orchestration, observability, and remediation as a continuous feedback cycle, requiring platform engineering strategy and predictive capabilities.

#agents #observability #platform engineering #remediation

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The Untrusted Autonomous Workload: How AI Coding Agents Reshape What Isolation Has to Do AI 7.0
Docker Blog

The Untrusted Autonomous Workload: How AI Coding Agents Reshape What Isolation Has to Do

A developer describes using Claude Code to migrate 146 blog posts and 6,024 images, achieving high Lighthouse scores but losing understanding of the codebase through iterative agent fixes. The post argues that autonomous agents with real codebase access create a trust problem: code works but developers cannot explain what is underneath, raising isolation and sandboxing concerns for production AI agents.

#agents #code generation #isolation #security

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Taming the agentic influx: a blueprint for AI business observability AI 6.0
The New Stack

Taming the agentic influx: a blueprint for AI business observability

Analyst Kin Lane draws parallels between the current AI spending crisis and early cloud migration, arguing that organizations without strong engineering foundations and clear domain-driven design will struggle. The core problem: API sprawl and application proliferation have outpaced visibility, and AI agents amplify this hidden-liability problem at scale.

#agents #observability #API governance #cost visibility

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How Jaeger is evolving to trace AI agents with OpenTelemetry AI 8.0
CNCF Blog

How Jaeger is evolving to trace AI agents with OpenTelemetry

Jaeger is evolving to trace AI agent workloads by rebuilding its core in v2 with native OpenTelemetry integration and adopting Model Context Protocol (MCP), Agent Client Protocol (ACP), and Agent-User Interaction Protocol (AG-UI). This addresses the complexity of tracing prompt assembly, vector database retrievals, and external tool calls that traditional distributed tracing tools cannot handle.

#observability #agents #OpenTelemetry #tracing

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How the AC/DC framework helps teams govern AI coding agents AI 7.0
The New Stack

How the AC/DC framework helps teams govern AI coding agents

The Agent Centric Development Cycle (AC/DC) framework defines four stages for agentic code generation at scale: Guide, Generate, Verify, Solve. While Generate gets market attention, the framework succeeds or fails on Guide (correct assumptions), Verify (catching errors before compounding), and Solve (handling growing problem queues). Verification has moved to center stage as agents produce thousands of lines per cycle.

#agents #code generation #verification #governance

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Presentation: Realtime and Batch Processing of GPU Workloads AI 7.0
InfoQ DevOps

Presentation: Realtime and Batch Processing of GPU Workloads

Joseph Stein covers building an enterprise AI-as-a-Service platform in a private cloud data center, focusing on GPU pool utilization via multi-namespace scheduling, atomic priority queuing with Valkey and Lua, OWASP Top 10 LLM risk mitigation through central proxy gateways, and batch scaling using a custom S3-to-Kafka proxy.

#GPU scheduling #Kubernetes #LLM infrastructure #queue management

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AWS Weekly Roundup: AWS Local Zones in Istanbul, open-source ExtendDB, Kiro Web, and more (May 25, 2026) Cloud 6.0
AWS News

AWS Weekly Roundup: AWS Local Zones in Istanbul, open-source ExtendDB, Kiro Web, and more (May 25, 2026)

AWS opened a new Local Zone in Istanbul, Türkiye, bringing compute, storage, and networking services with single-digit millisecond latency to support data residency compliance in financial services, government, telecoms, and healthcare. The Local Zone requires the same operational excellence as a full Region and enables organizations to process data within specific jurisdictions.

#AWS #infrastructure #latency #compliance

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GitLab 19.0 trades its string section for a full DevSecOps orchestra DevOps 7.0
The New Stack

GitLab 19.0 trades its string section for a full DevSecOps orchestra

GitLab 19.0 introduces expanded secrets management with fine-grained credential scoping, agentic merge request workflows, CI pipeline visibility, and supply chain visibility to address the AI paradox where increased AI-generated code multiplies security and compliance overhead. Secrets Manager flips the default from project-wide to job-specific credential access.

#secrets-management #DevSecOps #CI/CD #supply-chain

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Weekly Recap: Linux Flaws, Defender 0-Days, Router Botnets, and Supply Chain Chaos Security 5.0
The Hacker News

Weekly Recap: Linux Flaws, Defender 0-Days, Router Botnets, and Supply Chain Chaos

Weekly security roundup covering multiple vulnerability classes: Linux kernel flaws, Windows Defender zero-days, router botnet campaigns, and supply-chain compromises. Organizations discovered unpatched legacy systems and forgotten servers requiring immediate remediation. Phishing tactics are shifting toward more targeted, sophisticated social engineering.

#CVE #supply-chain #phishing #Linux

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Exploitation of KnowledgeDeliver via ViewState Deserialization Vulnerability Security 9.0
Google Cloud Blog

Exploitation of KnowledgeDeliver via ViewState Deserialization Vulnerability

CVE-2026-5426 is a critical RCE vulnerability in KnowledgeDeliver LMS caused by hardcoded, identical ASP.NET machineKey values across all customer deployments. Attackers who obtained the key from one instance could compromise any internet-facing KnowledgeDeliver installation. Mandiant responded to active exploitation in late 2025 where threat actors injected malicious code into the LMS to infect users.

#CVE #RCE #ASP.NET #ViewState

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2 PhaaS 2 Furious: The Evolution of Chinese-language Phishing Services Security 8.0
Google Cloud Blog

2 PhaaS 2 Furious: The Evolution of Chinese-language Phishing Services

Google Threat Intelligence Group analyzed a dozen mature Phishing-as-a-Service (PhaaS) offerings in the Chinese underground, revealing a shift from static password harvesting to real-time OTP interception and MFA bypass. Attackers now use live admin panels to capture one-time passcodes in real-time and tokenize stolen payment data. Encrypted delivery channels like RCS and iMessage bypass SMS security filters.

#phishing #MFA bypass #PhaaS #credential theft

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Netherlands Seizes 800 Servers, Arrests 2 for Aiding Cyberattacks Security 6.0
Krebs on Security

Netherlands Seizes 800 Servers, Arrests 2 for Aiding Cyberattacks

Dutch authorities arrested two co-owners of hosting companies for operating infrastructure used by Russia to conduct cyberattacks, influence operations, and disinformation campaigns in the EU. The investigation focused on Stark Industries Solutions, a sanctioned ISP that became a major source of DDoS attacks and proxy services linked to Russian-backed hacking groups.

#threat-intelligence #DDoS #sanctions #infrastructure

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Ghost CMS CVE-2026-26980 Exploited to Hijack 700+ Sites for ClickFix Attacks Security 8.0
The Hacker News

Ghost CMS CVE-2026-26980 Exploited to Hijack 700+ Sites for ClickFix Attacks

Threat actors are actively exploiting CVE-2026-26980 (CVSS 9.4), an SQL injection flaw in Ghost CMS Content API, to inject malicious JavaScript on 700+ compromised sites. The unauthenticated vulnerability allows arbitrary data exfiltration and code injection, enabling ClickFix scam campaigns. Exploitation began immediately after public disclosure.

#CVE #SQL injection #RCE #Ghost CMS

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Presentation: From Legacy to Sovereignty: Driving the Future of Insurance through Platform Engineering DevOps 6.0
InfoQ DevOps

Presentation: From Legacy to Sovereignty: Driving the Future of Insurance through Platform Engineering

Sergiu Petean discusses evolving DevOps into platform engineering within regulated enterprises, using dynamic reference architectures, aligning platform KPIs to board-level goals, reducing cognitive load through custom team topologies, and maintaining innovation sovereignty via open-source technology.

#platform engineering #DevOps #team topology #architecture

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The Alert Firehose Finally Meets Its Match AI 7.0
The Hacker News

The Alert Firehose Finally Meets Its Match

Network Detection and Response (NDR) platforms equipped with agentic AI capabilities are reducing false positives and enabling faster threat triage compared to traditional NDR. AI agents autonomously correlate alerts, prioritize high-confidence signals, and accelerate incident response workflows. The shift addresses the long-standing NDR complaint of alert fatigue.

#AI agents #NDR #threat detection #false positives

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Zero-Downtime migration from ingress NGINX to Envoy Gateway DevOps 8.0
CNCF Blog

Zero-Downtime migration from ingress NGINX to Envoy Gateway

CNCF case study of migrating from Ingress NGINX to Envoy Gateway on AWS with zero downtime, using weighted DNS cutover strategy. Covers evaluation, testing, and operational risk mitigation for teams moving to Gateway API as Ingress NGINX reaches end-of-life with no security patches or new features.

#Kubernetes #Envoy #Gateway API #Ingress

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Why Kubernetes policy enforcement happens too late—and what to do about it DevOps 7.0
CNCF Blog

Why Kubernetes policy enforcement happens too late—and what to do about it

CNCF analysis of Kubernetes policy-as-code timing: tools like OPA, Kyverno, and Conftest catch violations at CI/CD or admission control stages, but by then developers have already written code and context is lost. The article explores shifting policy enforcement earlier in the development workflow to catch misconfigurations before code review.

#Kubernetes #policy-as-code #OPA #Kyverno

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Lazarus Deploys RemotePE Memory-Only RAT Against Financial and Crypto Firms Security 8.0
The Hacker News

Lazarus Deploys RemotePE Memory-Only RAT Against Financial and Crypto Firms

Lazarus Group is deploying RemotePE, a cross-platform memory-only remote access trojan, in multi-stage attacks targeting financial and cryptocurrency organizations. The attack chain uses DPAPILoader and RemotePELoader to decrypt and execute payloads without touching disk. NCC Group's Fox-IT identified the campaign and attributed it to North Korea-linked threat actors.

#Lazarus #RAT #malware #financial

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TrapDoor Supply Chain Attack Spreads Credential-Stealing Malware via npm, PyPI, and CratesIO Security 9.0
The Hacker News

TrapDoor Supply Chain Attack Spreads Credential-Stealing Malware via npm, PyPI, and CratesIO

TrapDoor campaign distributes credential-stealing malware across npm, PyPI, and Crates.io with 34+ malicious packages spanning 384+ versions. Attack began May 22, 2026, with coordinated package publication waves across all three ecosystems. Malware targets developer credentials and secrets stored in environment variables and configuration files.

#supply-chain #npm #PyPI #Crates.io

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How we contain Claude across products AI 8.0
Anthropic Engineering

How we contain Claude across products

Anthropic details containment strategies for increasingly capable agents across claude.ai, Claude Code, and Cowork, addressing how to limit blast radius as agent capabilities grow. The post covers engineering approaches to sandboxing and resource isolation.

#agents #safety #containment #sandboxing

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Who's monitoring the agents? AI 8.0
The New Stack

Who's monitoring the agents?

Production multi-agent systems built with CrewAI, AutoGen, and LangGraph lack operational visibility comparable to mature microservices monitoring. Teams are deploying agents with minimal observability into execution paths, leading to inefficient loops, cascading retries, and latency issues that go undetected until they impact real data and users.

#agents #observability #production #LangGraph

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How Jaeger hit 8.6× compression on 10 million spans with ClickHouse DevOps 8.0
The New Stack

How Jaeger hit 8.6× compression on 10 million spans with ClickHouse

Jaeger v2.18.0 adds native ClickHouse storage backend, achieving 8.6x compression on massive span volumes through columnar storage. The integration enables millisecond-scale analytical queries across billions of traces while maintaining append-only write efficiency, addressing long-standing user requests for a production-grade alternative to Cassandra and Elasticsearch.

#observability #tracing #ClickHouse #Jaeger

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What ClickHouse learned from a year of coding with AI agents AI 7.0
The New Stack

What ClickHouse learned from a year of coding with AI agents

ClickHouse shares a year of production experience with AI coding agents, categorizing use cases into three levels: chat copy-paste (exploration), CLI/IDE agents (routine tasks with hand-holding), and autonomous multi-agent loops (spec-driven, still maturing). The team found agents effective for specific workflows but not universally applicable, with tooling and reliability improving significantly through 2025.

#agents #coding #tool-use #LLM

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Laravel Lang Supply Chain Advisory Security 8.0
Snyk Blog

Laravel Lang Supply Chain Advisory

Hundreds of historical Laravel Lang Packagist releases were republished with malicious code, exposing Composer installs to credential theft and secret exfiltration. The attack compromised a widely-used PHP localization package affecting Laravel projects across the ecosystem.

#supply-chain #malware #Composer #PHP

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Observability for any agent, anywhere: Production-ready tracing with OpenTelemetry & Unity Catalog on Databricks AI 8.0
Databricks Blog

Observability for any agent, anywhere: Production-ready tracing with OpenTelemetry & Unity Catalog on Databricks

Databricks ships production-ready tracing for AI agents using OpenTelemetry and Unity Catalog, enabling observability across any agent framework or deployment environment. The integration standardizes agent telemetry collection, making it easier to debug, monitor, and audit agent behavior in production.

#agents #observability #OpenTelemetry #tracing

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What Anthropic and OpenAI launched in 72 hours has Wall Street paying attention AI 8.0
The New Stack

What Anthropic and OpenAI launched in 72 hours has Wall Street paying attention

Anthropic and OpenAI each launched enterprise deployment arms within 72 hours: Anthropic's services firm (backed by Blackstone, Goldman Sachs) targets mid-market enterprises with embedded applied AI engineers, while OpenAI's DeployCo (backed by $4B+ and 150 FDEs from Tomoro acquisition) targets large enterprises. Both bet that deployment, not model quality, is the next frontier.

#agents #enterprise deployment #financial services #applied AI

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Lawmakers Demand Answers as CISA Tries to Contain Data Leak Security 8.0
Krebs on Security

Lawmakers Demand Answers as CISA Tries to Contain Data Leak

A CISA contractor intentionally published AWS GovCloud keys and plaintext credentials to dozens of internal CISA systems on a public GitHub account called 'Private-CISA', with commit logs showing the contractor disabled GitHub's secret-scanning protections. The repository was created in November 2025 and used as a working scratchpad, exposing the breach for months.

#credential-exposure #GitHub #AWS #breach

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Ghostwriter Targets Ukraine Government Entities with Prometheus Phishing Malware Security 5.0
The Hacker News

Ghostwriter Targets Ukraine Government Entities with Prometheus Phishing Malware

Belarus-aligned threat actor Ghostwriter (UAC-0057, UNC1151) is targeting Ukrainian government organizations with phishing emails using lures related to Prometheus, a Ukrainian online learning platform. The campaign is tracked by Ukraine's CERT-UA and represents ongoing state-sponsored targeting of government infrastructure.

#phishing #malware #threat-actor #government

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GitHub recognized as a Leader in the Gartner Magic Quadrant for Enterprise AI Coding Agents for the third year in a row AI 7.0
GitHub Blog

GitHub recognized as a Leader in the Gartner Magic Quadrant for Enterprise AI Coding Agents for the third year in a row

GitHub Copilot now serves 140,000 organizations (triple year-over-year) with agentic workflows spanning code generation, review, security, and deployment. The platform shifts developer focus from writing code to orchestrating agent outcomes across the full SDLC, with Copilot CLI adoption nearly doubling month-over-month.

#agents #code generation #SDLC #tool use

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Synthesize Realistic 3D Medical Images at Scale to Ship Pre-Trained Models AI 7.0
NVIDIA Developer Blog

Synthesize Realistic 3D Medical Images at Scale to Ship Pre-Trained Models

NVIDIA addresses data scarcity in medical imaging by synthesizing realistic 3D training data to overcome privacy and annotation bottlenecks. The approach enables teams to train robust radiology AI models without relying on limited real datasets, with pre-trained models ready for deployment.

#synthetic data #medical imaging #training data #generative models

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What's new with Google Cloud AI 7.0
Google Cloud Blog

What's new with Google Cloud

Google Cloud announced new LLM benchmarking and optimization tools for on-device deployment via Google AI Edge Portal, supporting testing across 120+ Android devices. The portal enables developers to benchmark and debug fine-tuned LLM performance on diverse hardware tiers, plus new AI governance features for enterprise MCP (Model Context Protocol) endpoints and audit logging.

#LLM #edge deployment #benchmarking #on-device inference

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The Blueprint: How Movix fills a gap in dental skills with specialized agentic AI AI 6.0
Google Cloud Blog

The Blueprint: How Movix fills a gap in dental skills with specialized agentic AI

Movix built an agentic AI solution for dental appliance manufacturers to automate quality control and reduce rework costs in aligner production. The system addresses a shortage of skilled dental technicians by automating technical workflows, reducing per-unit rework costs from $300 (25% of retail price) to near zero through AI-driven inspection and process optimization.

#agents #agentic workflows #domain-specific AI #manufacturing

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JetBrains is selling independence as the rest of AI coding picks sides AI 6.0
The New Stack

JetBrains is selling independence as the rest of AI coding picks sides

JetBrains positions itself as the only independent AI coding tool vendor, with its agent Junie defaulting to Gemini Flash but supporting Claude and OpenAI models interchangeably. Competitors have consolidated: Cursor ties to xAI, Windsurf split between Google and Cognition, Copilot to Microsoft-OpenAI.

#agents #code generation #model agnostic #IDE

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Azure NetApp Files for EDA workloads: From revolution to breakthrough at scale Cloud 6.0
Azure Blog

Azure NetApp Files for EDA workloads: From revolution to breakthrough at scale

Azure NetApp Files now supports high-concurrency EDA workloads at cloud scale with predictable low-latency shared storage, addressing the historical constraint of thousands of concurrent simulation, synthesis, and verification jobs accessing shared datasets. The update includes new independent benchmarks and adoption by leading semiconductor companies, positioning Azure as a viable alternative to on-premises EDA infrastructure.

#Azure NetApp Files #EDA #storage #high-concurrency

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Three ways operational debt will break your AI strategy, and how to recover AI 7.0
The New Stack

Three ways operational debt will break your AI strategy, and how to recover

84% of companies have experienced AI-related outages, yet most use incident processes built for slower, human-first systems. PagerDuty research shows 68% lose over $300k/hour during downtime; AI failures are harder to detect than traditional incidents because models drift and agents misinterpret context, requiring new observability and resilience patterns.

#AI operations #incident management #observability #resilience

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I buried 20 problems in a fake P&L to see if Claude for Small Business could find them AI 5.0
The New Stack

I buried 20 problems in a fake P&L to see if Claude for Small Business could find them

Anthropic's Claude for Small Business adds native connectors to QuickBooks, HubSpot, Canva, Google Workspace, and other SaaS tools. The author tested Claude's ability to read a 9-tab P&L with 20 deliberately planted financial anomalies, ranging from obvious red flags to subtle nuances requiring expert judgment.

#LLM #tool use #business automation #financial analysis

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Why enterprise AI keeps stalling — and how data streaming could unlock it AI 7.0
The New Stack

Why enterprise AI keeps stalling — and how data streaming could unlock it

McKinsey data shows 8 in 10 companies cite data limitations as a blocker to scaling agentic AI. Confluent argues the bottleneck is fragmented data across databases, SaaS, warehouses, and security silos, not model quality. Confluent Intelligence and Cloud capabilities aim to provide real-time data streaming as a secure foundation for AI agents to reason across live business data.

#agents #data infrastructure #streaming #enterprise AI

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JFrog report recaps a tumultuous year in supply chain security Security 7.0
The New Stack

JFrog report recaps a tumultuous year in supply chain security

JFrog's 2026 supply chain security report warns that AI models and agentic development tools have become primary attack vectors, with bad actors weaponizing IDE extensions, MCP servers, and developer tools for first-contact exploitation. The report argues existing security controls cannot keep pace with the expanded threat surface now spanning dependencies, binaries, and AI artifacts.

#supply-chain #AI #security #threat-landscape

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Discord Rebuilds Database Operations Around Automation to Manage ScyllaDB at Massive Scale DevOps 7.0
InfoQ DevOps

Discord Rebuilds Database Operations Around Automation to Manage ScyllaDB at Massive Scale

Discord built an internal orchestration framework called Scylla Control Plane (SCP) to automate large-scale ScyllaDB cluster management, reducing tasks that previously took days of manual work to automated operations. The system enables a small infrastructure team to manage massive ScyllaDB deployments through automation.

#ScyllaDB #orchestration #database automation #infrastructure

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Making Vulnerable Drivers Exploitable Without Hardware - The BYOVD Perspective Security 6.0
The Hacker News

Making Vulnerable Drivers Exploitable Without Hardware - The BYOVD Perspective

Technical analysis of how Windows kernel-mode drivers can be exploited from user mode without the hardware they were designed for, addressing the challenge of evaluating driver vulnerability exploitability when reachability is hardware-gated. This work applies BYOVD (Bring Your Own Vulnerable Driver) techniques to driver-oriented vulnerability research.

#Windows #kernel #driver-vulnerability #BYOVD

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Designing end-to-end ingress request tracing for multi-tenant SaaS platforms DevOps 7.0
CNCF Blog

Designing end-to-end ingress request tracing for multi-tenant SaaS platforms

CNCF article presents a framework for end-to-end request tracing in multi-tenant Kubernetes-based SaaS platforms using OpenTelemetry and W3C Trace Context standards. The framework addresses the challenge of correlating logs and metrics across dozens of microservices to diagnose failures and latency regressions without shared request context.

#observability #tracing #Kubernetes #OpenTelemetry

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Using observability data to prevent incidents DevOps 6.0
Databricks Blog

Using observability data to prevent incidents

Databricks demonstrates how to ingest observability signals (metrics, logs, traces) into a lakehouse and apply ML models to detect anomalies and predict failures before they cascade. The approach treats observability data as a queryable asset rather than siloed telemetry.

#observability #anomaly detection #incident prevention #ML

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How Databricks Genie democratizes data access in financial services AI 5.0
Databricks Blog

How Databricks Genie democratizes data access in financial services

Databricks Genie enables financial services teams to query data via natural language without SQL expertise, reducing time-to-insight for business intelligence and compliance workflows. The platform integrates with Databricks' unified data lakehouse to surface insights across fragmented data sources.

#LLM #RAG #data access #business intelligence

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Cloudflare Completes Its Agent Infrastructure Stack with Browser Run Rebuild and Six-Layer Platform AI 8.0
InfoQ DevOps

Cloudflare Completes Its Agent Infrastructure Stack with Browser Run Rebuild and Six-Layer Platform

Cloudflare rebuilt Browser Run on its Containers platform, achieving 4x higher concurrency and 50% faster response times. The completion of a six-layer agent infrastructure stack includes compute (Dynamic Workers + Sandboxes), orchestration (Dynamic Workflows), memory (Agent Memory), browsing (Browser Run), and commerce (Stripe Projects).

#agents #infrastructure #Workers #containers

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How Virgin Atlantic ships faster with Codex AI 6.0
OpenAI Blog

How Virgin Atlantic ships faster with Codex

Virgin Atlantic deployed Codex to accelerate mobile app development on a fixed holiday deadline, achieving near-total unit test coverage and zero P1 defects. The case study demonstrates Codex's practical impact on shipping velocity and code quality in time-constrained production environments.

#agents #code generation #Codex #testing

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OpenAI named a Leader in enterprise coding agents by Gartner AI 5.0
OpenAI Blog

OpenAI named a Leader in enterprise coding agents by Gartner

OpenAI received a Leader designation in Gartner's 2026 Magic Quadrant for Enterprise AI Coding Agents, with Codex highlighted for innovation and enterprise-scale deployment capabilities. The recognition reflects Codex's ability to handle production coding workflows at organizational scale.

#agents #code generation #Codex #enterprise AI

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Project Glasswing: An initial update AI 5.0
Anthropic Research

Project Glasswing: An initial update

Anthropic provides an update on Project Glasswing, an initiative focused on AI safety and alignment research. Details on specific technical contributions are limited in this initial announcement.

#safety #alignment #research #Claude

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Amazon Nova Act is now HIPAA eligible AI 7.0
AWS ML Blog

Amazon Nova Act is now HIPAA eligible

Amazon Nova Act, a service for building browser-based AI agents, now qualifies as HIPAA-eligible, enabling healthcare organizations to automate workflows involving ePHI like claims processing and referral coordination. The service handles repetitive UI tasks, integrates with external APIs and MCP servers, and escalates to humans when needed.

#agents #agentic AI #browser automation #healthcare

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Alleged Kimwolf Botmaster 'Dort' Arrested, Charged in U.S. and Canada Security 6.0
Krebs on Security

Alleged Kimwolf Botmaster 'Dort' Arrested, Charged in U.S. and Canada

Jacob Butler, 23, of Ottawa was arrested for operating Kimwolf, an IoT botnet that infected millions of devices (digital photo frames, web cameras) and rented them for DDoS attacks, including strikes on DoD address ranges. Butler faces criminal hacking charges in both Canada and the US following a six-month campaign of DDoS, doxing, and swatting.

#botnet #DDoS #IoT #cybercrime

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Intelligent radiology workflow optimization with AI agents AI 7.0
AWS ML Blog

Intelligent radiology workflow optimization with AI agents

This post demonstrates building a radiology worklist optimization system using AI agents on Amazon Bedrock AgentCore and Strands Agents SDK that routes studies based on radiologist specialization, workload, fatigue, and case complexity instead of rigid rules. Research across 62 hospitals showed inefficient assignment causes 17.7-minute delays and $2.1M-$4.2M in costs.

#agents #healthcare #workflow optimization #context-aware routing

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Kore counts down to Artemis, its moonshot for governable AI agents AI 7.0
The New Stack

Kore counts down to Artemis, its moonshot for governable AI agents

Kore released Artemis, a visual and code-based platform for building multi-agent AI systems using a declarative Agent Blueprint Language (ABL), dual-brain runtime, and machine architect that generates agents from plain-language objectives. The platform combines NLP, machine learning, and knowledge graphs for agent governance and optimization.

#agents #multi-agent systems #ABL #governance

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Bintrail: MySQL Time-Travel Queries Using Indexed Binlogs Engineering 6.0
InfoQ DevOps

Bintrail: MySQL Time-Travel Queries Using Indexed Binlogs

Bintrail adds point-in-time query and row-history lookup capabilities to MySQL via indexed binlogs behind ProxySQL, without modifying MySQL or application code. The tool enables querying data as of past timestamps and reviewing change history, addressing recovery and audit scenarios for the only major relational database lacking native temporal querying.

#MySQL #temporal queries #binlogs #audit

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Announcing Claude Compliance API support with Cloudflare CASB Security 7.0
Cloudflare Blog

Announcing Claude Compliance API support with Cloudflare CASB

Cloudflare extends its cloud access security broker (CASB) to support Claude Compliance API, giving security teams dashboard visibility into Claude usage without endpoint agents. The integration addresses the gap in AI governance where organizations can block unauthorized tools but lack visibility into how employees interact with sanctioned AI applications.

#CASB #Claude #AI governance #security visibility

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Integrating AWS API MCP Server with Amazon Quick using Amazon Bedrock AgentCore Runtime AI 7.0
AWS ML Blog

Integrating AWS API MCP Server with Amazon Quick using Amazon Bedrock AgentCore Runtime

This post shows how to use Amazon Bedrock AgentCore Runtime with MCP support to connect Amazon Quick with AWS services via the AWS API MCP Server, letting SREs and DevOps engineers query infrastructure in natural language without context-switching between console, CLI, and dashboards. Agents translate queries like 'Show running EC2 instances in us-east-1' directly to API calls.

#agents #MCP #AWS API #DevOps automation

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Building multi-tenant agents with Amazon Bedrock AgentCore AI 8.0
AWS ML Blog

Building multi-tenant agents with Amazon Bedrock AgentCore

This post explores architectural patterns for multi-tenant agentic SaaS applications using Amazon Bedrock AgentCore, addressing tenant isolation, identity, observability, data isolation, cost attribution, and noisy neighbor mitigation. Bedrock AgentCore provides managed constructs for agents, MCP hosting, identity management, memory, and evaluations.

#agents #multi-tenant #SaaS architecture #isolation patterns

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Break the context window barrier with Amazon Bedrock AgentCore AI 8.0
AWS ML Blog

Break the context window barrier with Amazon Bedrock AgentCore

This post demonstrates implementing Recursive Language Models (RLM) using Amazon Bedrock AgentCore Code Interpreter and Strands Agents SDK to process documents with no upper bound on context size. Agents orchestrate sub-LLM calls from a sandboxed Python environment to analyze specific document sections, solving the lost-in-the-middle problem for million-character documents.

#agents #context window #RLM #document analysis

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Build AI agents for business intelligence with Amazon Bedrock AgentCore AI 8.0
AWS ML Blog

Build AI agents for business intelligence with Amazon Bedrock AgentCore

OPLOG, a fulfillment company, built a production BI system using three AI agents on Amazon Bedrock AgentCore with Strands Agents SDK, integrating Claude Sonnet and Bedrock Knowledge Bases for RAG. The system autonomously processes transactions and delivers real-time intelligence, achieving 35% reduction in sales cycles, 91% improvement in CRM data completeness, and 98% reduction in manual research time.

#agents #business intelligence #RAG #multi-agent

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Build an AI-powered recruitment assistant using Amazon Bedrock AI 6.0
AWS ML Blog

Build an AI-powered recruitment assistant using Amazon Bedrock

This post presents a reference architecture for an AI-powered recruitment assistant using Amazon Bedrock that automates resume parsing, candidate scoring, skill assessment, and interview question generation. Amazon Bedrock Guardrails provide PII anonymization, prompt attack detection, and bias filtering across a serverless architecture.

#agents #recruitment #Guardrails #PII protection

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The top announcements for startups from Google I/O '26 AI 6.0
Google Cloud Blog

The top announcements for startups from Google I/O '26

Google Cloud announced a unified Agent Platform for the agentic era, new TPUs optimized for training and inference, an Agentic Data Cloud, and integration of Wiz's cloud security platform with Google Threat Intelligence. Startups like Photoroom, Satisfi Labs, and Notion are building on the stack.

#agents #TPU #BigQuery #Gemini

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AI Studio unlocks full-stack vibe coding with Cloud Run, Firebase, and Cloud SQL, no credit card required Cloud 6.0
Google Cloud Blog

AI Studio unlocks full-stack vibe coding with Cloud Run, Firebase, and Cloud SQL, no credit card required

Google AI Studio now integrates with Cloud SQL (PostgreSQL coming next month) alongside Firestore and Firebase Auth for full-stack deployments. New users can deploy two applications to Cloud Run on the Starter Tier without a billing account. The AI agent infers the appropriate database (relational or non-relational) for each app.

#AI Studio #Cloud Run #Cloud SQL #Firestore

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Shipping features to production just got easier with new feature flags in AppLifecycle Manager Cloud 6.0
Google Cloud Blog

Shipping features to production just got easier with new feature flags in AppLifecycle Manager

Google Cloud announces AppLifecycle Manager Feature Flags (ALM FF) in public preview, a rule-based service that decouples feature releases from code deployments. Teams can now ship code to production with features disabled by default, enabling continuous deployment while controlling the exact moment features go live via toggles, reducing deployment risk.

#feature flags #deployment #release management #continuous deployment

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Building GitHub's next chapter in accessibility Other 5.0
GitHub Blog

Building GitHub's next chapter in accessibility

GitHub outlines its five-year accessibility program evolution and announces a new strategy shifting from internal focus to community engagement. The company commits to three goals: empower people with disabilities in open-source contribution, increase assistive technology availability, and improve accessibility of mainstream projects.

#accessibility #open-source #inclusive design

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Build AI-powered dashboard automation agents with NLP on Amazon Bedrock AgentCore AI 7.0
AWS ML Blog

Build AI-powered dashboard automation agents with NLP on Amazon Bedrock AgentCore

This post demonstrates a multi-agent architecture using Amazon Bedrock AgentCore and Strands Agents that automates dashboard modifications in response to natural language requests, eliminating multi-day IT turnaround times. The solution integrates Amazon Quick for BI capabilities and uses agents to interpret requirements, navigate APIs, and deploy changes.

#agents #dashboard automation #NLP #multi-agent

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Building Token-Metered AI Services on Telco AI Factories AI 6.0
NVIDIA Developer Blog

Building Token-Metered AI Services on Telco AI Factories

NVIDIA describes token-metered AI service architecture for sovereign AI factories built on the NVIDIA Cloud Partner reference architecture. The post addresses billing, resource isolation, and production-ready enterprise AI service delivery on telco infrastructure.

#LLM #inference #metering #billing

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How to build your first end-to-end AI workflow in n8n AI 7.0
The New Stack

How to build your first end-to-end AI workflow in n8n

The New Stack publishes a hands-on tutorial for building an AI-integrated workflow in n8n, using a content publishing pipeline as the example. The guide covers triggers, AI agent integration, conditional routing, human approvals, API calls, and testing patterns applicable to any n8n automation.

#workflow automation #n8n #AI integration #tutorial

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CI wasn't built for coding agents. Here's what comes next. AI 8.0
The New Stack

CI wasn't built for coding agents. Here's what comes next.

Traditional CI pipelines with 10-30 minute feedback loops are too slow for coding agents that iterate in seconds. The article proposes 'plans': small, agent-pickable end-to-end checks running inside the agent's session against real integration environments, collapsing the inner-loop validation gap that currently forces agents to ship partially validated code.

#agents #CI/CD #testing #LLM

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Cloud Native Computing Foundation Announces OpenTelemetry's Graduation, Solidifying Status as the De Facto Observability Standard DevOps 7.0
CNCF Blog

Cloud Native Computing Foundation Announces OpenTelemetry's Graduation, Solidifying Status as the De Facto Observability Standard

OpenTelemetry graduated from CNCF incubation to stable status, marking production readiness as a vendor-neutral observability standard. The project now has 12,000+ contributors from 2,800+ companies and solves tool fragmentation by standardizing metrics, logs, and traces collection without vendor lock-in.

#observability #OpenTelemetry #metrics #traces

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"Morally repugnant shortsightedness": Why open source security leaders say companies must stop freeloading on maintainers Security 6.0
The New Stack

"Morally repugnant shortsightedness": Why open source security leaders say companies must stop freeloading on maintainers

OpenSSF announced five new members (ActiveState, Aikido, Minimus, TuxCare, FreeBSD Foundation) joining to address supply-chain security pressures and mandatory compliance standards like the EU Cyber Resilience Act. The foundation emphasizes that industry must fund open source security infrastructure rather than relying on volunteer maintainers.

#security #open-source #supply-chain #compliance

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Building the agentic agreement enterprise: How developers are unlocking agentic experiences with Docusign's MCP server and platform AI 7.0
The New Stack

Building the agentic agreement enterprise: How developers are unlocking agentic experiences with Docusign's MCP server and platform

Docusign released an MCP server that makes its Intelligent Agreement Management platform agent-ready, allowing Claude, Gemini, Copilot, and ChatGPT to interact with agreement workflows without tab-switching. The server bridges the gap between generalist LLMs and domain-specific business logic, surfacing institutional memory needed for mission-critical agreement automation.

#agents #MCP #LLM #tool-use

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Cut your AI search costs without sacrificing quality AI 8.0
The New Stack

Cut your AI search costs without sacrificing quality

Vespa AI and Voyage AI introduced asymmetric retrieval to slash query embedding costs: use a high-quality embedding model once at indexing time, then embed queries with a tiny local model. Voyage's voyage-4 family shares a common vector space across all four models, eliminating reindexing and reducing query embedding bills from ~$15,500/month to near-zero at 10K QPS.

#RAG #embeddings #cost-optimization #retrieval

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Presentation: The Ironies of A^2 I^2 AI 7.0
InfoQ DevOps

Presentation: The Ironies of A^2 I^2

J. Paul Reed discusses how the 40-year-old concept of automation ironies is amplified by AI, showing that advanced systems often make human operators more critical while degrading their intervention skills. Real-world incident stories illustrate how over-reliance on AI can double recovery times and why maintaining resilience requires understanding these paradoxes.

#automation #AI incidents #resilience #incident response

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ThreatsDay Bulletin: Linux Rootkits, Router 0-Day, AI Intrusions, Scam Kits and 25 New Stories Security 5.0
The Hacker News

ThreatsDay Bulletin: Linux Rootkits, Router 0-Day, AI Intrusions, Scam Kits and 25 New Stories

Weekly threat roundup covering Linux rootkits, router 0-days, AI-driven intrusions, and scam kits. The bulletin highlights a shift in attacker tactics: exploiting trusted infrastructure (updates, apps, cloud services, support channels) rather than forcing new breaches, making detection harder.

#rootkits #0-day #supply-chain #threat-intelligence

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How NetEase Games achieved 30-second LLM cold starts on Kubernetes AI 9.0
CNCF Blog

How NetEase Games achieved 30-second LLM cold starts on Kubernetes

NetEase Games reduced LLM inference cold starts from 42 minutes to 3 minutes on Kubernetes by using Fluid's prefetching workflow to cache model weights locally instead of pulling from remote storage. For 70B-class models, this transformed serverless GPU infrastructure from theoretical to operationally viable for bursty game traffic.

#LLM #inference #Kubernetes #GPU

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When Identity is the Attack Path Security 7.0
The Hacker News

When Identity is the Attack Path

Analysis of how cached AWS access keys on a single Windows machine, obtained through normal credential caching, can expose 98% of cloud entities to compromise. The article demonstrates that standard AWS behavior and proper configuration are insufficient to prevent identity-based lateral movement.

#AWS #identity #lateral-movement #cloud-security

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Securing Your Gemini and Google API Keys Security 7.0
Google Cloud Blog

Securing Your Gemini and Google API Keys

Google Cloud publishes guidance on securing API keys used for Gemini and Google Cloud APIs, addressing widespread misuse after seeing requests for protection tutorials. The post covers key generation best practices including creating keys in standalone projects, restricting API access, and limiting client applications to reduce hijacking risk.

#API keys #security #Gemini #credential management

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GitHub Internal Repositories Breached via Malicious Nx Console VS Code Extension Security 8.0
The Hacker News

GitHub Internal Repositories Breached via Malicious Nx Console VS Code Extension

GitHub confirmed that internal repository breach resulted from a compromised employee device running a poisoned version of the Nx Console VS Code extension (nrwl.angular-console). The extension was breached after one of the Nx developers' systems was hacked, enabling supply-chain compromise of GitHub's own infrastructure.

#supply-chain #VS Code extension #GitHub #malware

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NanoCo bets the future of enterprise AI is one sandboxed agent per employee AI 8.0
The New Stack

NanoCo bets the future of enterprise AI is one sandboxed agent per employee

NanoCo launched a managed enterprise service deploying one Docker-sandboxed AI agent per employee, each isolated and personalized to individual roles and tools. The company raised $12M seed funding led by Valley Capital Partners with Docker and Vercel as participants. NanoClaw, the open-source agent framework, has accumulated 29k GitHub stars since February launch.

#agents #sandboxing #Docker #enterprise-AI

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Mastering Agentic Techniques: AI Agent Customization AI 6.0
NVIDIA Developer Blog

Mastering Agentic Techniques: AI Agent Customization

NVIDIA blog post outlines nine techniques for customizing autonomous AI agents to excel at specific tasks. Covers methods for equipping agents with the right capabilities for logistics routing, support ticket triage, code generation, and multistep workflow orchestration.

#agents #tool-use #customization #agentic-patterns

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Multimodal evaluators: MLLM-as-a-judge for image-to-text tasks in Strands Evals AI 8.0
AWS ML Blog

Multimodal evaluators: MLLM-as-a-judge for image-to-text tasks in Strands Evals

AWS Strands Evals SDK now includes four multimodal LLM-as-a-Judge evaluators (Overall Quality, Correctness, Faithfulness, Instruction Following) that score image-to-text outputs by sending images directly to a judge model alongside queries and responses. These evaluators catch visual hallucinations and factual errors in document understanding, chart analysis, and shopping applications, and integrate into CI pipelines as drop-in replacements for text-only judges.

#evals #multimodal #LLM-as-Judge #vision

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Build real-time voice applications with Amazon SageMaker AI and vLLM AI 8.0
AWS ML Blog

Build real-time voice applications with Amazon SageMaker AI and vLLM

AWS SageMaker AI now supports bidirectional streaming for real-time inference, enabling continuous two-way data flow between clients and model containers. Combined with vLLM's Realtime API using WebSockets, this enables deployment of Mistral's Voxtral-Mini-4B-Realtime-2602 speech model for low-latency speech-to-text applications like voice agents and live captioning without waiting for full audio buffers.

#streaming #real-time #speech-to-text #inference

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Encrypting large artifacts and streaming workloads with Vault DevOps 6.0
HashiCorp Blog

Encrypting large artifacts and streaming workloads with Vault

HashiCorp Vault introduced an SDK enabling envelope encryption with Vault Transit, allowing applications to encrypt and decrypt large artifacts and streaming data locally while Vault manages cryptographic keys and access policies. This avoids performance bottlenecks from sending large payloads to a centralized encryption service.

#encryption #key management #Vault #envelope encryption

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Introducing Agent Executor, Google's distributed Agent Runtime AI 8.0
Google Cloud Blog

Introducing Agent Executor, Google's distributed Agent Runtime

Google released Agent Executor, an open-source runtime for long-running agent workflows that provides durable execution with resumption after outages, secure sandboxing, and session consistency. The runtime addresses operational challenges in production agent deployments that run for hours or days with human-in-the-loop confirmations.

#agents #distributed-systems #durable-execution #sandboxing

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Agent Sandbox on GKE is now available for everyone, and a first look at Agent Substrate AI 8.0
Google Cloud Blog

Agent Sandbox on GKE is now available for everyone, and a first look at Agent Substrate

Google Cloud's Agent Sandbox on GKE is now generally available after 16x growth in adoption since preview, providing secure, low-latency execution for AI agents at scale. The announcement also introduces Agent Substrate, an open-source project extending agentic infrastructure density and integration with the broader agent ecosystem.

#agents #Kubernetes #GKE #sandboxing

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Benchmark and optimize LLMs on-device with AI Edge Portal AI 7.0
Google Cloud Blog

Benchmark and optimize LLMs on-device with AI Edge Portal

Google AI Edge Portal now supports automated benchmarking and debugging of on-device LLMs across over 120 representative Android device types, testing latency, memory consumption, and initialization time. The new capabilities help developers optimize generative AI performance across diverse CPU, GPU, and NPU backends without manual device testing.

#LLM #edge-inference #mobile #benchmarking

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Add a Specialized Deep Research Skill to Agent Harnesses AI 6.0
NVIDIA Developer Blog

Add a Specialized Deep Research Skill to Agent Harnesses

NVIDIA post explains how to extend agent harnesses like Claude Code, Codex, and LangChain Deep Agents with specialized deep research capabilities for multi-document synthesis, decision briefs backed by enterprise data, and long-horizon analysis with source attribution. Addresses the complexity gap when orchestrators need to perform research beyond their native capabilities.

#agents #RAG #tool-use #research

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Azure IaaS: Deploy high-performance workloads with a system-level approach Cloud 6.0
Azure Blog

Azure IaaS: Deploy high-performance workloads with a system-level approach

Microsoft Azure publishes guidance on system-level performance optimization for IaaS workloads, covering AI model training, Kubernetes scaling, and business-critical databases. The article argues that performance is not a single resource decision but emerges from coordinated CPU, storage, and networking, with dynamic bottleneck shifting requiring holistic tuning.

#Azure #performance #IaaS #system optimization

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Urban Outfitters achieves major cost savings by moving Sterling OMS to AlloyDB for PostgreSQL Cloud 5.0
Google Cloud Blog

Urban Outfitters achieves major cost savings by moving Sterling OMS to AlloyDB for PostgreSQL

Urban Outfitters migrated its 11TB IBM Sterling Order Management System database from Oracle to Google Cloud's AlloyDB for PostgreSQL, reducing licensing costs and operational complexity. The move demonstrates AlloyDB's ability to handle large-scale transactional workloads for retail order management.

#AlloyDB #PostgreSQL #database-migration #cost-optimization

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Why six AI labs built the same product for knowledge workers in four months AI 9.0
The New Stack

Why six AI labs built the same product for knowledge workers in four months

Six major AI vendors (Anthropic, Perplexity, Microsoft, OpenAI, Google, Amazon) launched nearly identical agent products for knowledge workers between January and April 2025. Each combines agentic harnesses, frontier models, browser automation, file access, persistent memory, and scheduled automations. Claude Code's success proved the pattern; all six converged on the same architecture within months.

#agents #agentic-harness #knowledge-workers #convergence

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Building for accessibility in an AI-first development world AI 7.0
The New Stack

Building for accessibility in an AI-first development world

LLM-based code generation tools produce structurally inaccessible output because models trained on the existing web inherit its accessibility gaps. Problems like conflicting ARIA labels, incorrect semantic heading hierarchy, and broken keyboard focus only surface when tested with screen readers and assistive technology, not in visual review.

#LLM #accessibility #code generation #WCAG

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Governing AI agents at scale with Unity Catalog AI 7.0
Databricks Blog

Governing AI agents at scale with Unity Catalog

Databricks addresses governance and control of proliferating AI agents using Unity Catalog for access control, lineage tracking, and audit trails. The post acknowledges the shift from dozens to thousands of agents in enterprises and positions Unity Catalog as a governance layer for agent lifecycle and credential management.

#agents #governance #Unity Catalog #MLOps

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OpenAI Outlines WebRTC Architecture for Low-Latency Voice AI at Scale AI 7.0
InfoQ DevOps

OpenAI Outlines WebRTC Architecture for Low-Latency Voice AI at Scale

OpenAI redesigned its WebRTC architecture for low-latency voice AI inference at global scale, replacing traditional media termination with a relay-transceiver model optimized for Kubernetes and cloud load balancers. Session state lives in a dedicated transceiver layer while relays reduce UDP exposure and keep media routing geographically close to users.

#WebRTC #voice AI #Kubernetes #low-latency

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Agent AI is Coming. Are You Ready? AI 6.0
The Hacker News

Agent AI is Coming. Are You Ready?

Orchid Security's 2026 Identity Gap report reveals that unmanaged identity elements now exceed visible ones by 57% to 43%, creating a critical security gap as enterprises deploy autonomous agents. The research highlights that identity infrastructure is unprepared for agent-driven workloads and multi-tenant access patterns.

#agents #identity #access-control #security

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Introducing Prempti: Policy and visibility for AI coding agents AI 8.0
CNCF Blog

Introducing Prempti: Policy and visibility for AI coding agents

The Falco team introduced Prempti, a Falco ecosystem project extending runtime security policy enforcement to AI coding agents. Prempti provides structured visibility into agent tool-call lifecycles (bash commands, file writes, credential access) and policy-driven controls, addressing the black-box nature of agent execution on developer machines.

#agents #security #runtime security #policy

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Cursor bets on cheaper coding with Composer 2.5 and Kimi K2.5 AI 7.0
The New Stack

Cursor bets on cheaper coding with Composer 2.5 and Kimi K2.5

Cursor released Composer 2.5, built on Moonshot Kimi K2.5, showing significant benchmark gains over Composer 2 (69.3% on Terminal-Bench 2.0 vs 61.7%, 63.2% on CursorBench v3.1 vs 52.2%) through scaled training and reinforcement learning improvements. The model remains cheaper than Opus 4.7 and GPT-5.5 while narrowing the performance gap.

#LLM #code generation #benchmarks #model training

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At Google I/O 2026, Antigravity gets a new job description AI 8.0
The New Stack

At Google I/O 2026, Antigravity gets a new job description

Google repositioned Antigravity from a coding environment to an agent orchestration platform, launching Antigravity 2.0 as a desktop application alongside CLI, SDK, and enterprise cloud integration for managing teams of autonomous AI agents. The company claims millions of developers already use the platform.

#agents #agent orchestration #platform #multi-agent systems

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Announcing etcd 3.7.0-beta.0 DevOps 7.0
Kubernetes Blog

Announcing etcd 3.7.0-beta.0

etcd v3.7.0-beta.0 introduces RangeStream, an RPC feature that streams large result sets in chunks instead of forcing clients to buffer entire responses, reducing latency and memory predictability. The release also includes security improvements and cleanup of legacy components. The project is seeking community testing before general availability.

#etcd #Kubernetes #distributed-systems #streaming

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Automate Data & KPI Monitoring with SQL Alerts Cloud 6.0
Databricks Blog

Automate Data & KPI Monitoring with SQL Alerts

Databricks SQL Alerts automate data quality and KPI monitoring by triggering notifications when metrics fall outside defined thresholds, replacing manual dashboard checks. The feature integrates with Databricks SQL and supports alerting to email, Slack, and webhooks for real-time incident response.

#monitoring #SQL #alerting #data-quality

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Mastering Agentic Techniques: AI Agent Evaluation AI 7.0
NVIDIA Developer Blog

Mastering Agentic Techniques: AI Agent Evaluation

NVIDIA distinguishes agent evaluation from model benchmarking: while model evals test foundation model capabilities on static tasks, agent evals measure end-to-end system behavior including planning, tool use, and uncertainty handling. The post covers practical frameworks for assessing agent performance across these dimensions.

#agents #evals #tool-use #LLM

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Meet Gordon: Docker's AI Agent For Your Entire Container Workflow AI 7.0
Docker Blog

Meet Gordon: Docker's AI Agent For Your Entire Container Workflow

Gordon is Docker's AI agent built into Desktop 4.74+ and the CLI that understands your container environment, proposes fixes, and takes action across build, compose, and deployment workflows. It reads logs, inspects configs, and diagnoses issues like cache invalidation and service connectivity problems without requiring you to paste context into generic coding assistants. All actions require explicit approval and permissions reset per session.

#agents #Docker #container-debugging #LLM

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Azure Files Entra-Only identities: Advancing cloud-native identity and security Cloud 7.0
Azure Blog

Azure Files Entra-Only identities: Advancing cloud-native identity and security

Azure Files now supports Entra-Only identities for SMB authentication, eliminating the need for on-premises Active Directory, hybrid sync, or managed domain controllers. Organizations can authenticate users and devices directly via Microsoft Entra ID with native Kerberos support, simplifying architecture and reducing management overhead. The feature includes built-in B2B support for Azure Virtual Desktop, enabling external partners to use existing identities with FSLogix profiles without duplicate accounts.

#Azure Files #identity #Entra ID #SMB

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Google wants to make the web agent-ready AI 8.0
The New Stack

Google wants to make the web agent-ready

Google announced WebMCP, an open standard for exposing JavaScript functions and HTML forms to AI agents, enabling agents to interact with websites as first-class tools. The initiative includes Chrome browser enhancements and developer tooling to bridge agentic workflows with web platform capabilities.

#agents #WebMCP #web standards #tool use

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Google's Gemini 3.5 Flash beats the frontier models AI 8.0
The New Stack

Google's Gemini 3.5 Flash beats the frontier models

Google released Gemini 3.5 Flash, which outperforms Gemini 3.1 Pro on multiple benchmarks including TerminalBench 2.1 (76.2% vs 70.3%), GDPval-AA, MCP Atlas, and CharXiv reasoning. The Flash model competes with frontier models like GPT 5.5 and Opus 4.7, particularly on tool-use benchmarks.

#LLM #Gemini #benchmarks #tool use

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Google now lets developers use GPT and Claude in Android Studio AI 7.0
The New Stack

Google now lets developers use GPT and Claude in Android Studio

Google announced multi-model support in Android Studio, allowing developers to choose Gemini, GPT, or Claude for code generation, plus local Gemma 4 support in the canary build. Android CLI reached 1.0 release and integrates with Google Antigravity app for development workflows.

#code generation #Android #multi-model #LLM

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What Google I/O '26 means for developing agents on Google Cloud AI 7.0
Google Cloud Blog

What Google I/O '26 means for developing agents on Google Cloud

Google introduced Antigravity 2.0 and Managed Agents API as a unified toolkit for local agent development and secure cloud deployment. The Gemini Enterprise Agent Platform now includes session memory and centralized governance, with a four-rung ladder model spanning quick-start to full production control.

#agents #Antigravity 2.0 #Managed Agents API #developer tools

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The future of agentic development: Redefining the data practitioner lifecycle with Data Agent Kit AI 7.0
Google Cloud Blog

The future of agentic development: Redefining the data practitioner lifecycle with Data Agent Kit

Google released Data Agent Kit, an open-source collection of data engineering skills and Model Context Protocol tools that integrate into VS Code, Claude Code, Gemini CLI, and Antigravity CLI. It provides pre-codified pathways for query optimization, ML best practices, data validation, and secure connections to BigQuery, AlloyDB, and Google Cloud Storage.

#agents #MCP #data engineering #BigQuery

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Google now lets you vibe code native Android apps in AI Studio AI 6.0
The New Stack

Google now lets you vibe code native Android apps in AI Studio

Google AI Studio now supports building native Kotlin-based Android apps from prompts, with the ability to test directly on device and export to Android Studio for refinement. The tool removes the installation barrier by running entirely in-browser and supports any popular LLM, not just Gemini.

#code generation #Android #Kotlin #LLM

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Google launches $100 AI Ultra plan and cuts top tier to $200 AI 5.0
The New Stack

Google launches $100 AI Ultra plan and cuts top tier to $200

Google introduced a $100/month AI Ultra plan between its existing $20 and $200 tiers, and reduced the top-tier price from $250 to $200. The company switched from prompt-based limits to a compute-used metering model and offers 5x higher usage limits in Antigravity and Gemini apps at the $100 tier.

#pricing #LLM #subscription #Gemini

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Azure hub-and-spoke generally available for HCP Vault Dedicated Cloud 6.0
HashiCorp Blog

Azure hub-and-spoke generally available for HCP Vault Dedicated

HCP Vault Dedicated now supports Azure hub-and-spoke networking topology, enabling enterprises to integrate Vault into centralized Azure network architectures without custom routing or peering patterns. HashiCorp Virtual Networks (HVNs) provide secure private connectivity for hybrid and multi-cloud environments.

#Vault #Azure #networking #HCP

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Stop rogue AI: How Unity Catalog secures your agent actions AI 8.0
Databricks Blog

Stop rogue AI: How Unity Catalog secures your agent actions

Databricks Unity Catalog now provides access controls for AI agent tool use, preventing agents from executing unauthorized actions on external systems. The feature enables fine-grained permission policies for agent-to-tool connections, addressing supply-chain and privilege-escalation risks.

#agents #security #tool-use #access-control

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Why AI Security Infrastructure is Now a CMO Priority Security 5.0
Databricks Blog

Why AI Security Infrastructure is Now a CMO Priority

Databricks argues that AI security infrastructure has become a board-level concern, citing emerging threats to LLM supply chains, model poisoning, and prompt injection attacks. The article positions security governance for AI systems as a CMO responsibility alongside traditional security.

#AI-security #LLM #threat-landscape #governance

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Scalable voice agent design with Amazon Nova Sonic: multi-agent, tools, and session segmentation AI 7.0
AWS ML Blog

Scalable voice agent design with Amazon Nova Sonic: multi-agent, tools, and session segmentation

AWS details architectural patterns for building scalable voice agents using Amazon Nova Sonic, Bedrock AgentCore, and Strands BidiAgent. The post covers three design patterns with trade-offs for minimizing latency in real-time speech-to-speech interactions, leveraging microVM-level session isolation and bidirectional WebSocket streaming to prevent noisy-neighbor effects.

#agents #voice #LLM #real-time

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Extending conversational memory in Kiro CLI using Amazon Bedrock AgentCore Memory AI 7.0
AWS ML Blog

Extending conversational memory in Kiro CLI using Amazon Bedrock AgentCore Memory

AWS demonstrates how to extend Kiro CLI's conversational memory across sessions using a custom Model Context Protocol server integrated with Bedrock AgentCore Memory. The solution stores and retrieves conversation context with semantic search, allowing agents to maintain context and preferences across multiple terminal sessions without repetitive context-setting.

#agents #memory #MCP #context

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Accelerate ML feature pipelines with new capabilities in Amazon SageMaker Feature Store AI 7.0
AWS ML Blog

Accelerate ML feature pipelines with new capabilities in Amazon SageMaker Feature Store

SageMaker Feature Store now supports Apache Iceberg table format, streaming ingestion, scalable batch ingestion, and AWS Lake Formation access control via SageMaker Python SDK v3.8.0. The update addresses metadata bloat (50+ TB in one year) and enables automatic fine-grained access control at feature group creation without manual configuration.

#MLOps #feature-store #Iceberg #access-control

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Implementing programmatic tool calling on Amazon Bedrock AI 8.0
AWS ML Blog

Implementing programmatic tool calling on Amazon Bedrock

AWS explains programmatic tool calling (PTC), where models generate Python code to invoke multiple tools in a sandboxed environment rather than orchestrating one tool call per round trip. This reduces latency and token consumption for multi-tool workflows by sampling the model once and returning only the final result, with three implementation patterns shown for Bedrock.

#tool-use #agents #LLM #latency

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Valkey 9.1 trims memory 10% and pulls search into the core Engineering 7.0
The New Stack

Valkey 9.1 trims memory 10% and pulls search into the core

Valkey 9.1 reduces per-key memory usage by 10% through reworked internal data layout, requires no tuning or reconfiguration, and integrates full-text search capabilities into the core engine. The release emphasizes compute efficiency and modularity for production workloads, with updates to Valkey Admin, Valkey Search, and the GLIDE client.

#Valkey #memory optimization #search #Redis

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Anthropic debuts MCP tunnels and self-hosted sandboxes to lock down AI agent infrastructure AI 8.0
The New Stack

Anthropic debuts MCP tunnels and self-hosted sandboxes to lock down AI agent infrastructure

Anthropic announced self-hosted sandboxes in public beta and MCP tunnels in research preview for Claude Managed Agents, allowing organizations to run agent tool execution on their own infrastructure or via managed providers like Cloudflare, Modal, and Vercel. The agent loop remains on Anthropic's infrastructure while tool execution moves to customer environments, preserving data privacy and security controls.

#agents #sandboxes #MCP #Claude

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Introducing AI Spend Controls with Unity AI Gateway AI 7.0
Databricks Blog

Introducing AI Spend Controls with Unity AI Gateway

Databricks Unity AI Gateway now includes AI Spend Controls, allowing teams to set per-user and per-model budget caps for LLM API calls, preventing runaway costs. The feature integrates with Databricks' gateway to enforce quotas across multiple LLM providers.

#cost-control #LLM #API-gateway #budgeting

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Why production RAG systems give confident, wrong answers at scale AI 8.0
The New Stack

Why production RAG systems give confident, wrong answers at scale

Production RAG systems fail not because of weak LLMs but because retrieval architectures designed for small datasets collapse under scale with millions of documents, messy metadata, and access controls. As retrieval quality degrades silently, models compensate by hallucinating context, producing fluent but increasingly incorrect answers.

#RAG #retrieval #vector databases #LLM

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How to safeguard AI workloads with Unity AI Gateway Guardrails AI 6.0
Databricks Blog

How to safeguard AI workloads with Unity AI Gateway Guardrails

Databricks details guardrail capabilities in Unity AI Gateway for securing AI workloads against injection attacks, data leakage, and policy violations. The post covers practical implementation of content filtering, input/output validation, and audit logging to prevent AI-related security incidents.

#AI safety #guardrails #prompt injection #observability

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What's new in Unity AI Gateway: service policies, guardrails, observability, and cost controls for AI agents and MCPs AI 7.0
Databricks Blog

What's new in Unity AI Gateway: service policies, guardrails, observability, and cost controls for AI agents and MCPs

Databricks announces new governance features in Unity AI Gateway including service policies, enhanced guardrails, observability dashboards, and cost controls for AI agents and Model Context Protocol (MCP) integrations. The update addresses the gap between rapid agent adoption and governance maturity.

#AI agents #governance #MCP #cost controls

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Steve Yegge's AI agent orchestration project Gas Town comes to the cloud and brings the Wasteland with it AI 7.0
The New Stack

Steve Yegge's AI agent orchestration project Gas Town comes to the cloud and brings the Wasteland with it

Gas Town, Steve Yegge's multi-agent orchestration system for software development, is moving to the cloud via partnership with Kilo, a model-agnostic coding agent platform founded by GitLab co-founder Sid Sijbrandij. The ecosystem now includes Wasteland and Gas City, with agents coordinating specialized roles (coding, testing, review, operations) across shared codebases.

#agents #orchestration #multi-agent #coding

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Announcing Claude Managed Agents on Cloudflare AI 7.0
Cloudflare Blog

Announcing Claude Managed Agents on Cloudflare

Cloudflare integrated Claude Managed Agents with Cloudflare Sandboxes, enabling agents to run on Claude Platform while executing code and tool calls in Cloudflare's secure environment. The integration provides customizable proxies for credential injection, sandbox observability with SSH access, and lightweight stateful Linux microVMs.

#agents #Claude #sandboxes #security

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Pulumi bets infrastructure's next decade belongs to AI agents AI 8.0
The New Stack

Pulumi bets infrastructure's next decade belongs to AI agents

Pulumi shipped agent-optimized capabilities including ephemeral 72-hour Cloud accounts, npx pulumi one-shot invocation, and pulumi do imperative verb for single-resource provisioning. AI agents already drive 20% of operations on Pulumi's platform, up from near-zero a year ago.

#agents #infrastructure #IaC #Pulumi

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The New Phishing Click: How OAuth Consent Bypasses MFA Security 9.0
The Hacker News

The New Phishing Click: How OAuth Consent Bypasses MFA

EvilTokens, a phishing-as-a-service platform launched in February 2026, compromised over 340 Microsoft 365 organizations within five weeks by using OAuth consent screens to bypass MFA. Victims complete normal MFA challenges but unknowingly grant token access to attackers.

#phishing #OAuth #MFA-bypass #credential-theft

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Kernel-Level Ground Truth: Why eBPF is Replacing User-Space Agents for Security Observability DevOps 7.0
InfoQ DevOps

Kernel-Level Ground Truth: Why eBPF is Replacing User-Space Agents for Security Observability

eBPF probes attached to Linux kernel syscall interfaces provide consistent security visibility even during container compromises, replacing traditional user-space agents. Kernel-level filtering reduces CPU overhead and data volume compared to post-hoc collection, improving operational efficiency for threat detection and forensics.

#eBPF #security #observability #kernel

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GitHub Actions Supply Chain Attack Redirects Tags to Steal CI/CD Credentials Security 8.0
The Hacker News

GitHub Actions Supply Chain Attack Redirects Tags to Steal CI/CD Credentials

Threat actors compromised the popular GitHub Actions workflow 'actions-cool/issues-helper' and redirected all repository tags to malicious commits to harvest CI/CD credentials and exfiltrate them to attacker-controlled servers. The attack demonstrates tag-hijacking as a supply chain vector against workflows relying on semantic versioning.

#supply chain #GitHub Actions #CI/CD #credential theft

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CISA Admin Leaked AWS GovCloud Keys on Github Security 9.0
Krebs on Security

CISA Admin Leaked AWS GovCloud Keys on Github

A CISA contractor's public GitHub repository exposed highly privileged AWS GovCloud credentials, internal CISA/DHS tokens, plaintext passwords, and build/deployment documentation. GitGuardian researcher Guillaume Valadon flagged the 'Private-CISA' repository after the account owner failed to respond, revealing one of the most significant government data leaks in recent history.

#credential exposure #AWS #GitHub #government

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Why Google's Remy leaks have enterprise architects rethinking the AI stack AI 6.0
The New Stack

Why Google's Remy leaks have enterprise architects rethinking the AI stack

Google is reportedly developing Remy, an OpenClaw-style agent that performs actions on behalf of users within Gemini, integrating with Google services and representing a shift toward orchestrated AI services embedded in workflows rather than chat-based tools. The unconfirmed reports suggest Remy could significantly advance autonomous agent capabilities in enterprise environments.

#agents #Gemini #autonomous #enterprise

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AWS Weekly Roundup: AWS Transform at 1 year, Claude Platform on AWS, EC2 M3 Ultra Mac instances, and more (May 18, 2026) AI 7.0
AWS News

AWS Weekly Roundup: AWS Transform at 1 year, Claude Platform on AWS, EC2 M3 Ultra Mac instances, and more (May 18, 2026)

AWS Transform, an agentic AI service for modernizing enterprise applications, marks its 1-year anniversary with 4.5+ billion lines of code processed and 1.6+ million hours saved across thousands of customers. The service now integrates with Claude, Cursor, Codex, and Kiro agents, and AWS launched Claude Platform on AWS for direct access to Anthropic's native APIs and console.

#agents #code modernization #LLM #AWS Transform

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GitHub will start paying some bug bounty hunters in swag instead of cash Security 6.0
The New Stack

GitHub will start paying some bug bounty hunters in swag instead of cash

GitHub is tightening bug bounty submission standards as AI-assisted reports flood the program with low-quality, unvalidated findings. The company is shifting payouts to swag for reports lacking proof-of-concept, demonstrated impact, or clear exploitable boundaries, while emphasizing that AI tool use itself is acceptable but output quality is what matters.

#bug bounty #security research #AI-assisted #supply chain

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Prompting Amazon Nova 2 for content moderation AI 6.0
AWS ML Blog

Prompting Amazon Nova 2 for content moderation

This post demonstrates prompt-based content moderation using Amazon Nova 2 Lite against the MLCommons AILuminate taxonomy, avoiding the need for fine-tuning or training data. Benchmarks compare Nova 2 Lite's moderation performance against other foundation models on three public datasets, with structured and free-form prompting techniques that adapt to custom policies.

#LLM #prompting #content moderation #evals

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AI security readiness is now the No. 1 obstacle to adoption, Linux Foundation finds AI 5.0
The New Stack

AI security readiness is now the No. 1 obstacle to adoption, Linux Foundation finds

A Linux Foundation report identifies security readiness as the primary blocker to AI deployment, with 67% of organizations reporting pressure to accelerate AI rollout despite unresolved security concerns. The report recommends hiring security-aware staff and upskilling existing teams to close AI and security capability gaps.

#AI security #risk management #talent #adoption

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Aderant transforms cloud operations with Amazon Quick AI 6.0
AWS ML Blog

Aderant transforms cloud operations with Amazon Quick

Aderant, a legal software provider, deployed Amazon Quick to unify search across six vendor systems and automate documentation workflows for its 38-person Cloud Engineering team. The implementation achieved 90% faster search times and 75% documentation acceleration, reducing manual search time from 30-45 minutes per task.

#LLM #RAG #search #documentation

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Take your local GitHub sessions anywhere AI 8.0
GitHub Blog

Take your local GitHub sessions anywhere

GitHub Copilot now supports remote control for CLI sessions and introduces remote control in VS Code and JetBrains IDEs, allowing developers to monitor and manage multi-surface agent workflows from any device via github.com or GitHub Mobile. Sessions persist across CLI, web, and mobile with real-time progress tracking and mid-flight instruction updates.

#agents #GitHub Copilot #CLI #IDE

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How Google Does It: Fleet-wide, large-scale A/B experimentation DevOps 7.0
Google Cloud Blog

How Google Does It: Fleet-wide, large-scale A/B experimentation

Google shares methodology for A/B testing infrastructure changes like memory allocators and kernel schedulers across fleet-wide deployments. The post covers four pillars: application-level vs. machine-level experimentation, balanced setup, binary hermeticity, and performance metrics selection.

#A/B-testing #infrastructure #kernel #performance

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Beyond the Query: 5 Scenarios Laying the Foundation for the Agentic Era AI 7.0
Google Cloud Blog

Beyond the Query: 5 Scenarios Laying the Foundation for the Agentic Era

Google outlines five architectural patterns for exposing enterprise data to autonomous systems, moving from static reports to dynamic LLM-driven access. The patterns span from manual SQL to Model Context Protocol (MCP) standardized workflows, addressing trust, complexity, security, and semantic accuracy in BigQuery and legacy data sources.

#agents #LLM #data-access #MCP

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What we announced in streaming AI at Next '26 AI 7.0
Google Cloud Blog

What we announced in streaming AI at Next '26

Google Cloud announced a unified streaming data platform addressing real-time AI challenges, specifically 'context lag' where agentic AI systems must choose between stale batch data or memory-intensive context windows. The platform integrates Google Cloud-native and open-source services for large-scale AI training and inference with real-time data.

#agentic AI #streaming data #real-time analytics #context window

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Integrate Atlassian Confluence Cloud with Amazon Quick AI 6.0
AWS ML Blog

Integrate Atlassian Confluence Cloud with Amazon Quick

AWS Quick now integrates with Atlassian Confluence Cloud to enable natural language search over documentation without context switching. Teams can query Confluence pages, retrieve content, and manage updates while accessing data from S3, JIRA, and other business applications through a unified interface.

#RAG #semantic search #knowledge bases #LLM

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Build custom code-based evaluators in Amazon Bedrock AgentCore AI 8.0
AWS ML Blog

Build custom code-based evaluators in Amazon Bedrock AgentCore

Amazon Bedrock AgentCore Evaluations now supports custom code-based evaluators via AWS Lambda alongside LLM-as-a-Judge checks. Developers can implement deterministic validation logic for domain-specific requirements like JSON schema conformance, PII filtering, and business rule enforcement without consuming foundation model tokens.

#evals #agents #LLM-as-Judge #validation

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The Open Agent Leaderboard AI 7.0
Hugging Face Blog

The Open Agent Leaderboard

IBM Research and Hugging Face launched the Open Agent Leaderboard to benchmark and compare agent implementations across standardized tasks. The leaderboard provides a community-driven evaluation framework for assessing agent capabilities, tool use, and reasoning performance.

#agents #evals #benchmarking #leaderboard

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Coding Agent Horror Stories: The Security Crisis Threatening Developer Infrastructure AI 7.0
Docker Blog

Coding Agent Horror Stories: The Security Crisis Threatening Developer Infrastructure

Docker outlines documented security failures in AI coding agents, where agents have deleted home directories and dropped production databases. The article launches a series examining how autonomous agents can cause critical infrastructure damage and how Docker Sandboxes provide isolation to contain these failures in enterprise environments.

#agents #security #sandbox #code execution

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What kubectl debug doesn't tell you: The silent evidence gap DevOps 7.0
CNCF Blog

What kubectl debug doesn't tell you: The silent evidence gap

kubectl debug sessions on Kubernetes leave no audit trail in the API after the session ends. Exit codes, session duration, and target container details are discarded once the pod state changes, creating a blind spot in incident response. The article demonstrates the gap with a three-command reproduction on any Kubernetes 1.25+ cluster.

#Kubernetes #debugging #observability #incident-response

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Project Glasswing: what Mythos showed us AI 8.0
Cloudflare Blog

Project Glasswing: what Mythos showed us

Cloudflare tested Anthropic's Mythos Preview LLM on 50+ internal repositories as part of Project Glasswing to evaluate security-focused frontier models. Mythos Preview demonstrated significant advances in exploit chain construction and vulnerability identification compared to general-purpose models, requiring architectural changes for production-scale deployment.

#LLM #security #vulnerability-detection #Mythos

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Anthropic acquires Stainless AI 6.0
Anthropic News

Anthropic acquires Stainless

Anthropic has acquired Stainless, a company known for SDK generation and API tooling. The acquisition likely strengthens Anthropic's developer experience and API infrastructure for Claude integrations.

#LLM #Claude #SDK #developer tools

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Introducing Gemini Omni AI 9.0
DeepMind

Introducing Gemini Omni

DeepMind introduces Gemini Omni, a multimodal foundation model with native support for audio, video, text, and image inputs and outputs. The model enables low-latency streaming interactions and unified reasoning across modalities.

#foundation-models #multimodal #LLM #streaming

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The Mac mini just became infrastructure AI 7.0
The New Stack

The Mac mini just became infrastructure

Mac mini and Mac Studio are now sold out due to demand from agentic AI tools, with Perplexity, OpenClaw, and Hermes Agent all converging on Mac mini as the preferred always-on agent runtime. Apple's supply constraints and explicit developer recommendations signal a new substrate category emerging for local-first AI agent deployment.

#agents #inference #local-first #Mac

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