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closed-loop

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Share your insulin-pump loop data with people you choose, revocably, with no server in the middle. Ciphertext to a swarm of peers; access decided by who holds a key. AAPS add-on + Rust core.

  • Updated Oct 6, 2026
  • Rust

Closed-loop CARLA benchmark for authority-aware autonomous driving: can a model obey a human traffic director (police officer, construction flagger, ambulance) when the human directive overrides the traffic rule? Tracks A/B/C, oracle-calibrated MARSHAL-Graded score.

  • Updated Oct 6, 2026
  • Python

Self-evolving second brain with 35 AI skills, 10 agents, and people CRM. Closed-loop harness: a V-model verification lifecycle where the worker never grades its own homework. Plus paired anti-slop design skills for marketing and product UI. Works with Claude Code, Cursor, Kiro, Gemini CLI, Codex.

  • Updated Oct 2, 2026
  • Python

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