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Copilot Chat’s PR Context Upgrade Is GitHub Admitting Review Needs a Workspace, Not a Chat Drawer

Copilot Chat’s PR Context Upgrade Is GitHub Admitting Review Needs a Workspace, Not a Chat Drawer

GitHub’s latest Copilot Chat update looks small if you read it as a UI change. A button at the top of a diff. Chat beside code. Faster answers. Fine. Read it as a review-system change and it gets more interesting. GitHub is making richer pull-request and diff context generally

Anthropic Says Claude Now Writes More Than 80% of Its Code — The Real Story Is the Review Bottleneck

Anthropic Says Claude Now Writes More Than 80% of Its Code — The Real Story Is the Review Bottleneck

If Claude now writes more than 80% of Anthropic’s merged code, the interesting question is not whether AI can generate code. That question has been downgraded from debate topic to operational fact. The useful question is what breaks when code becomes cheap and review becomes scarce. Anthropic’s Institute

Claude Code 2.1.163 Turns Version Policy, Plugins, Hooks, and MCP Session Continuity Into Runtime Governance

Claude Code 2.1.163 Turns Version Policy, Plugins, Hooks, and MCP Session Continuity Into Runtime Governance

Claude Code v2.1.163 is not trying to win a demo. It is trying to answer the question every platform team eventually asks about coding agents: who is allowed to run what version, with which plugins, under which hooks, against which external tools, and how do we prove it

Qwen3.7-Plus Makes Alibaba’s Agent Bet Multimodal — and Less Open

Qwen3.7-Plus is not Alibaba rediscovering multimodal AI. It is Alibaba drawing a much cleaner product boundary: open-weight Qwen for builders who want control, proprietary Qwen for teams that want hosted agent capacity at an aggressively low price. That split is the story. The model’s image and video inputs

MoE Inference Is Becoming a Rack-Scale Systems Problem, Not Architecture Trivia

MoE Inference Is Becoming a Rack-Scale Systems Problem, Not Architecture Trivia

Mixture-of-experts models used to be a model-architecture detail. Now they are an infrastructure procurement strategy. NVIDIA’s latest Blackwell NVL72 pitch is nominally about MoE models running “10x faster” at “one-tenth the token cost.” Fine. Vendor math belongs in the same drawer as benchmark charts until proven otherwise. But the

Microsoft Security Is Starting to Treat Local Coding Agents, MCP Servers, and Models as First-Class Attack Surface

Microsoft Security Is Starting to Treat Local Coding Agents, MCP Servers, and Models as First-Class Attack Surface

Microsoft’s Build security announcement is not important because of one product name. It is important because the company is finally treating local coding agents, MCP servers, model artifacts, prompts, and agent runtimes as first-class attack surface. That sounds obvious only after the industry has spent two years handing repo

Toolboxes and Routines Are Microsoft’s Answer to Agent Tool Sprawl Before It Becomes the New Microservices Mess

Toolboxes and Routines Are Microsoft’s Answer to Agent Tool Sprawl Before It Becomes the New Microservices Mess

Microsoft’s Foundry Toolboxes update looks like a grab bag if you read it as a feature list: Skills, Work IQ, Fabric IQ, Browser Automation, managed MCP servers, Tool Search, guardrails, and Routines. Read it as an operations story and it becomes much cleaner. Microsoft is trying to stop agent