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Claude Code 2.1.316 adds a subagent effort setting and starts retiring Opus 4.8 fast mode

New CLAUDE_CODE_SUBAGENT_EFFORT sets the effort level subagents use when nothing else names one, and CLAUDE_CODE_DISABLE_ULTRATHINK switches off the ultrathink keyword. Fast mode for Opus 4.8 is deprecated and will error from Nov 30, 2026 with no fallback, so move fast-mode work to Opus 5.5.

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Mika, an open-source Android agent that works apps on a hidden screen, adds an MCP server for desktop agents

The Apache 2.0 public beta app drives your installed, signed in apps on a separate virtual display without root (Android 12+, 14+ recommended), using your own model key, and since Oct 31 a token protected USB connection at http://127.0.0.1:8765/mcp lets Claude Code, Cursor or other MCP clients hand it phone tasks with tools like mika run task and mika wait task . LAN access is off by default and payment confirmations still have to be tapped on the phone (Nvdium)…

GitHub Actions workflow lockfiles are now GA, including on Free and Team plans

Run gh actions lock to write .github/workflows/actions.lock , which pins every action your workflows use (transitive ones included) to an exact commit even if the tag moves, and Dependabot now updates the lock in the same PR. After a preview limited to Enterprise Cloud, it's out on Free, Team and Enterprise, with a Require lockfile policy and a stale lockfile check you can run in CI…

GitHub Changelog

SenseTime open-sources SenseNova-Loop-9B-Preview, a multimodal model that runs its middle layers twice

Released Oct 30 under Apache 2.0, the 9B text and image model reuses a block of 24 decoder layers twice with shared weights, giving about 14.6B parameters' worth of compute per pass, with 262K token training context aimed at long context coding and tool use agents. It's a preview: loading needs trust remote code=True (about 38 GB of BF16 weights) and there's no technical report yet, so treat its benchmark chart as unverified (GitHub)…

DeepSeek Stack bundles 29 open skills that make cheap coding models plan, verify and review their work

New this week under MIT, npx skills add aicodeking/deepseek stack installs SKILL.md workflows such as ds plan loop , ds verify loop , ds review loop and ds best of n that force a DeepSeek powered agent to check each step against real command output, and it works in Claude Code, Codex, Cline, OpenCode and other harnesses. You can also install a single skill with skill , and each one is short enough to read before you let it run (skills.sh listing)…

Microsoft open-sources Mage-VL-Cowork, a 4B computer-use agent that switches between clicking and bash

Released Oct 30 under Apache 2.0, the 9.5 GB model uses one policy to pick, turn by turn, between screenshot grounded GUI actions and a persistent shell, and Microsoft reports 66.0% on OSWorld Verified with a 50 step budget, ahead of some larger open agents. Those scores are Microsoft's own so far, it needs trust remote code=True or the provided SGLang container, and since it can run bash , keep it in a sandbox (project page)…

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