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LinkedIn's Multi-Agent AI Code Review System Posts 79,000 Reviews a Week, With Developers Accepting 64% of Suggestions
LinkedIn detailed a Kubernetes-based multi-agent AI code review platform that completes 79,000+ reviews weekly, with a 63.9% developer acceptance rate.
Study Finds AI Code Review Bots Already Grading Other AI Agents' GitHub Pull Requests at Scale
A new empirical study finds 248,641 AI-authored GitHub pull requests have already received an AI-generated review, with distinct patterns by agent pairing.
Study of 33,097 Agentic Pull Requests Finds AI Coding Agents Favor AGENTS.md Over README and API Docs
A new empirical study finds coding agents overwhelmingly read and write their own instruction files, rarely touch classical documentation, and almost never use docs to recover from failures.
Cloudflare Brings WriteGuard MCP Server Controls Out of Internal Rollout Into Private Beta
Cloudflare opens a private beta of WriteGuard, a policy and audit layer that classifies and can block risky write actions AI agents take through MCP servers.
AMD Ships GAIA 0.23, Adding Terminal-Native Agent Installs and MCP Security Hardening for Ryzen AI NPUs
AMD's open-source local AI agent framework for Ryzen AI NPUs gains a terminal-native agent hub, cross-surface confirmation gates, and MCP security fixes.
Researchers Show Coding-Agent Task Difficulty Is Predictable From Static Code Structure Alone, Hitting 0.863 AUC
A George Mason University study finds a software task's difficulty for AI coding agents can be predicted from patch and repository structure before the agent ever runs.
Google Researchers Show Spec-Driven Test Generation Cuts Missed Bugs in AI Coding Agents
A Google study finds AI agents that first write a semi-formal specification before generating tests catch 9.8 percentage points more real bugs than agents that generate tests directly.
Researchers Coin 'Coherence Debt' to Explain Why Coding Agents Fabricate Fixes Instead of Asking When Facts Go Missing
A study spanning seven AI models and five coding-agent harnesses finds they fail identically when a required repository fact is unavailable, and fabricate rather than stop.
New Study Finds AI-Generated Bug-Fix Patches Far More Bloated Than Developers', Proposes RECAP to Slim Them Down
A new study finds AI-written bug-fix patches are far larger and more complex than developers' own fixes even when tests pass, and proposes a lightweight adapter called RECAP to trim the bloat.
DeepSeek Open-Sources Harness Agent Framework Under MIT License, Ships V4-Pro With Native Responses API Support
DeepSeek released its Harness agent runtime as MIT-licensed open source and rolled out DeepSeek-V4-Pro with native OpenAI Responses API support.
OpenAI, Amazon, Microsoft, Cursor and Vercel Launch Agent Plugins 1.0 as Google Joins the Open Standard on Day One
Six companies agreed on a shared packaging format for AI agent skills and MCP servers; Anthropic, which created the underlying protocols, is not part of the effort.
Bank of America Adds Generative AI to EricaAssist, Cutting Customer Service Call Times by Nearly a Minute
Bank of America has enhanced EricaAssist, the AI agent used by more than 18,000 customer service representatives, with generative AI that delivers guidance in under three seconds.