
GitHub has launched public preview support for workflow dependency lockfiles across GitHub Enterprise Cloud and Free plans. The feature pins reusable workflows and third-party actions to specific commits, preventing unexpected code changes caused by moving tags or branches. Administrators can enforce locking via policy, while Dependabot automatically regenerates lockfile entries during updates. The tool is available through the gh-actions-lock CLI extension.
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GitHub Changelog · July 28, 2026 · Same story
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.
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.
GitHub Changelog · September 17, 2026 · Same story
Claude Code Releases · October 6, 2026 · Background
Claude Code Releases · October 24, 2026 · Background