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A set of iOS tools for building closed-loop insulin delivery apps

We release a general framework for prompting LLMs to manipulate software in a closed-loop manner.

Self-evolving second brain with 33 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.

AI Closed-Loop Programming for embedded systems — the AI writes, flashes, and tests firmware on real hardware until the tests run clean. Spec to silicon, hands off.

Closed-loop fault localization and checkpoint recovery for LLM Pre-training

Zetta is an efficient closed-loop embodied harness for self-evolving physical intelligence. It evolves code-based runtime critics and recovery skills online while keeping the base policy frozen. Project Page: https://air-embodied-brain.github.io/zetta/