Hold ⌃⌥Space and speak: Apple's on-device speech stays local, simple opens and window moves skip AI (~0.08s), and harder asks go through claude -p on your existing Claude Pro/Max plan (~0.14¢ per ask) while learned shortcuts replay without AI. MIT, needs macOS 26+ and Claude Code; Safe mode sandboxes writes to a scratch folder and prompts before deletes, sends, or buys.
The free Tauri desktop app (macOS, Windows, Linux) keeps a central library in /.skillshub , then syncs skills by symlink or copy to 46 built in tool adapters plus custom dirs, with Explore installs from curated lists or Git and bulk enable/update across global or project scope…
Expand's Iris model reads the rendered page, keeps tables and the JSON hidden in the page that other Markdown APIs drop, and links every line back to a saved snapshot; on Expand's own 1,094 question benchmark, agents answered 74% of questions from its output versus 55% for the next best API. It also offers question targeted passages that cut tokens by over 95%, site crawls, and change tracking, and a coding agent can set it up from expand.ai/start.md…
A single policy proposes harness edits (prompts, tools, context, feedback handling) and reflects on their effect, and those runs then train its weights via SFT plus interleaved GRPO, reaching 82.1% on Polyglot and 48.3% on SWE bench Verified versus 62.6% and 41.0% for the best prior self evolution method. The harness loop alone lifted a GPT 5 mini agent from 24.4% to 48.3%, and the evolved harnesses transferred to other benchmarks without further tuning…
Five gh aw releases this week (v0.91.4 to v0.91.8) add routing and ordered model fallback across Claude, Codex, and Pi, per agent spend reporting, and Claude Code running on GitHub Copilot inference. v0.91.7 brings a native Go AGY engine and deprecates the Gemini engine in its favor, while v0.91.8 closes a custom grader sandbox escape…
Claude Code's built in subagents stay on Anthropic models; this MIT plugin runs DeepSeek, Gemini (Antigravity), Codex, OpenCode, or Copilot as worker CLIs, each in an isolated git worktree with your verify command, then returns a short verdict and patch for Claude to review. Install with /plugin marketplace add rbinar/cli dispatch ; API keys stay in a local browser form and never pass through Claude…
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