Coding Tools
GitHub Copilot Enhances Code Review with Agent Skills
GitHub Changeloghigh confidence
Why it matters
- →Enhances code review precision by integrating team-specific tools and standards.
- →Provides additional context by connecting to third-party platforms.
- →Streamlines the development process with tailored AI-assisted reviews.
GitHub has announced the general availability of Copilot code review features, including agent skills and MCP server integration, for Pro, Business, and Enterprise users. These features, previously in public preview, allow teams to incorporate their internal tools and coding standards into the code review process. By connecting to third-party platforms, Copilot can provide additional context during reviews. This development enhances the precision and relevance of AI-assisted code reviews, making them more tailored to specific team needs.
Read originalThe story around this
Earlier coverage that leads up to this article, and what followed. Lines connect each piece to the closest one after it, converging here.
How we got here
- 1GitHub Copilot Enhances Code Review with New Features
GitHub Changelog · June 2, 2026 · Same story
- 2GitHub Copilot Enhances Code Review with AGENTS.md
GitHub Changelog · June 18, 2026 · Same story
Follow this story
Open the full story →GitHub Copilot Enhances Code Review with Agent Skills
3 developments
- Jul 29 · GitHub Changelog
GitHub Copilot Enhances Code Review with Agent Skills (This article) - Jul 30 · GitHub Changelog
GitHub Copilot Enhancements in VS Code July 2026↳ VS Code adds an Agents window for multi-chat sessions with Claude and supports image and PDF uploads via Copilot Vision. - Jul 30 · GitHub Changelog
GitHub Copilot July Update for Visual Studio
More in Coding Tools
Coding Toolscoding
Claude Code v2.1.316: Subagents and Gateway Budgets
Anthropic is tightening control over Claude Code's autonomous behavior with new environment variables that let you disable 'ultrathink' or cap subagent effort levels. For teams, the introduction of pooled group budgets on the gateway allows shared monthly spending limits across members, a practical fix for enterprise cost management. The release also patches critical bugs where shell commands would hang or crash on exit, stabilizing the developer experience significantly.
Claude Code Releases
Coding Toolscoding
llama.cpp b12022 adds ROCm 10 and Snapdragon support
This release quietly cements llama.cpp as the universal inference runtime by finally bringing ROCm 10.0 to Linux and Windows alongside CUDA 13.4, effectively closing the hardware gap for AMD users who were previously left behind. The inclusion of native Snapdragon support on Linux marks a significant step toward running local LLMs on ARM-based mobile chips without emulation overhead. While KleidiAI on Apple Silicon is disabled in this build, the broader expansion to diverse accelerators ensures that developers aren't locked into NVIDIA ecosystems anymore.
llama.cpp Releases
Coding Toolscoding
llama.cpp b12023 fixes shared prefix bug
This release addresses a specific inference artifact where decision prefixes were incorrectly bleeding into output embeddings. By capping shared prefixes at the first output position, llama.cpp ensures that option tokens remain distinct for parent and child tasks. This is a targeted fix for multi-step reasoning or voting workflows rather than a performance boost. It stabilizes complex generation patterns without changing the underlying model architecture.
llama.cpp Releases