Debian’s AI Vote Bets on Accountability Instead of a Ban
Debian’s new AI contribution policy avoids bans and mandatory disclosure, instead making developers responsible for reviewing AI-generated work and protecting sensitive data.
Broadcom Launches Trusted Artifact Service for Spring Framework
Broadcom launches TrueSource Trusted Artifacts to provide hardened Spring dependencies, secure open source packages and automated vulnerability remediation.
A Simple Website Summary Just Exposed the Limits of AI Coding Guardrails
Claude Code’s Auto Mode was bypassed in an attack chain that turned a routine webpage summary into remote code execution, highlighting the limits of AI agent guardrails.
How to Build a Durable Change-Control Gate for AI Agents
AI agents that trigger real-world changes need more than confidence scores. A durable change-control gate should recheck policy, require approval for consequential actions, enforce idempotency and verify the result before retrying.
Production Validation: The Missing Layer in Enterprise Releases
Production validation adds a critical business-control layer between testing and deployment, combining data checks, exception review, approvals, reconciliation and operational readiness before a release reaches production.
The Missing Runtime for Long-Running AI Agents
Enterprise AI agents need more than stronger models. They need durable execution environments that can coordinate multi-step workflows, survive failures, pause for human review and resume reliably after disconnects or delays. AI Agents Have Moved Beyond Chat Demos AI agents work beautifully in demos. A user asks a question, a large language model generates a […]
Automated Diagnosis Isn’t Automated Understanding: What Postmortems Teach Us About Building Trustworthy Incident AI
AI incident tools can reduce alert noise, but real root-cause diagnosis requires causal reasoning, live dependency context, uncertainty handling and strong postmortem data.
AI Can Generate Your Infrastructure. Can Your CI/CD Pipeline Trust It?
AI-generated infrastructure code is exposing a growing security gap, pushing platform teams to add stronger automated gates, provenance tracking and human review before Terraform, Kubernetes and CI/CD changes reach production.
Your AI Coding Budget Is Becoming a Variable Cloud Bill
AI coding assistants are becoming a variable, usage-based engineering cost, forcing platform and DevOps teams to apply FinOps practices to models, credits, utilization and multi-vendor spend.
Beyond Log Search: What We Learned Building a RAG-Based Incident Diagnosis System
A RAG-based AIOps framework can cut incident diagnosis time by grounding LLM reasoning in real runbooks, tickets and postmortems, improving root-cause accuracy while giving SREs source-backed answers they can trust
Elevating Technical Documentation: Using Predictive AI to Standardize Visual Knowledge Bases
Every release changes documentation alongside the code. Developers depend on that documentation during implementation, maintenance and troubleshooting. A diagram becomes misleading once services are renamed or integrations change without a corresponding documentation update. Keeping documentation updated becomes increasingly difficult as repositories, products and release cycles grow. Outdated or inconsistent images eventually find their way into […]
Adronite Unveils AI Coding Tool Based on Embedded Context Engine
Adronite launches Codistry, an AI coding tool that uses a context engine to map codebases, reduce token usage and generate more production-ready code.
The Agent Proposes, the Pipeline Disposes: Controls for AI-Authored Change
When agents write code and open pull requests faster than humans can read them, ‘the diff looked fine’ stops being a control. The durable controls live outside the agent’s reasoning loop.
What You Cannot See Will Break Your LLM App: A Practitioner Guide to Production Observability
Traditional application observability was built around a simple mental model: Your code runs, metrics come out and when something breaks, the logs tell you why. Large language models (LLMs) break that model in ways that are not obvious until you have shipped one and watched it misbehave in production. An LLM-powered application can be up, […]
Fast-Moving Shai-Hulud Attack Infects npm Packages with 2 Billion Monthly Downloads
Researchers at Aikido Security and Endor Labs are tracking a fast-spreading supply-chain attack that is compromising a wide range of npm software packages that combined have more than 2 billion installs a month and is stealing a wide range of secrets and other information. According to Ilyas Makari, malware researcher with Aikido, the bad actor […]
AI is Coding Us Into a Corner
AI-powered patching and coding is putting us on a track towards a deepening dependency on future frontier models. The modern tools we use today to fix yesterday’s coding problems are quietly creating tomorrow’s quagmire. Companies are using AI to pay down 20 years of tech debt, but in doing so we’re generating a future problem […]
Shift Left Security: 4 Automated Security Gates in GitHub Actions
Learn how to add four automated security gates to GitHub Actions using npm audit, Snyk, Trivy, CodeQL and OWASP ZAP—without an enterprise licence.
Microsoft Confirms Copilot ‘Super App’ Is Coming This Year — and It’s About More Than Convenience
Microsoft is combining Copilot Chat, Code, Cowork and Autopilots into one super app, raising new questions about agent governance, identity, licensing and security.
JetBrains Open-Sources KotlinLLM, a Research Prototype for Runtime Code Generation
JetBrains open-sources KotlinLLM, letting compiled Kotlin apps generate and persist LLM-written code at runtime instead of calling a model live.
GitHub Brings Stacked Pull Requests Out of the Shadows
GitHub introduces native stacked pull requests, helping development teams break large changes into smaller, dependency-ordered PRs that are faster and easier to review.
CISA’s 2026 SBOM Guidance Adds Hash Requirements and AI Coverage
CISA’s updated 2026 SBOM minimum elements expand software transparency requirements to AI, SaaS and open source while adding hashes, licenses and stronger validation.
GitHub Gives Teams More Control Over Copilot’s Cloud Agent in Linear
GitHub’s Copilot cloud agent integration with Linear is now generally available, adding model, branch and team-level controls for delegated coding work.
GitHub and PyPI Bet On Time to Slow Down Software Supply Chain Attacks
GitHub and PyPI are using time as a security control, delaying dependency updates and locking older releases against new file uploads.