Ollama says ChatGPT Desktop (the Codex app) can now be configured to use Ollama models. Update to Ollama 0.34 to run local or self-hosted Ollama models from the Codex desktop workflow.
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Dan Kornas (@DanKornas) launched open-source amux: a local-first control plane for parallel coding agents as one Rust binary + SQLite. Coordinate Claude Code, Codex, Gemini CLI, OpenCode, or Ollama workers from a dashboard or phone with atomic kanban claiming, fleet visibility, origin-stamped messaging, schedules/loops, and crash recovery.
@_avichawla covered Beacon by Asymptote Labs (github.com/Asymptote-Labs/agent-beacon): a cross-harness memory layer for Claude Code, Codex, Cursor, OpenCode, and 20+ more. It captures full session history, uses Jev to score evidence/reuse/human-correction signal, and promotes high-signal workflows into reusable skills so lessons transfer across harnesses.
@akshay_pachaar highlighted HarnessRouter (github.com/HarnessRouter/harnessrouter, Apache-2.0): an “OpenRouter for agent harnesses” implementing the Unified Harness Protocol (UHP) so Codex, Claude Code, Hermes, DeepSeek Harness, System One (Jev), and 9+ other harnesses share one API for sessions, streaming, files, cancellation, and failure handling—self-hosted with your own keys.
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