Copilot Chat v0.33.2025103101: CLI & Model Fixes
Copilot Chat v0.33.2025103101 refactors CLI loading, fixes thinking content in custom models, and adds cloud agent file tracking. Stability and compatibility improvements across the board.
AI Dev Stack
How GitHub Tests MCP Server Quality: Offline Evaluation Deep Dive
GitHub built an automated pipeline to test how well LLMs select MCP tools and supply correct arguments. They treat tool selection as multi-class classification and track four argument-quality metrics to catch regressions before users see them.
Copilot Chat v0.32.4: Experiment Filter Fix
Copilot Chat v0.32.4 patches an experiment filter bug affecting FCV1 flag handling.
Copilot Chat v0.33: Claude Web Search & Code Edits
Claude web search and code edits land in Copilot Chat v0.33. Service injection refactor improves architecture. Multiple model-specific fixes.
Windsurf Adds SWE-1.5 Model: Fast Coding Agent
SWE-1.5 is now available in Windsurf. Near-SOTA coding performance with significantly faster inference speeds.
JetBrains Junie Roadmap: Smart Plans, Model Switching, and Scale
JetBrains reveals its roadmap for Junie: transparent planning, automatic model switching, and scaling to handle tasks with hundreds of files. The goal isn't faster code generation — it's collapsing the time from idea to deployment.
Why JetBrains' Free AI Agents Course Is Worth Your Time
JetBrains and Nebius released a free course on AI agent architecture. It's not about using tools — it's about understanding how agents work, when to trust them, and how to build workflows around them. Built by the team behind Junie.