Real-time on-device visual editor for Jetpack Compose + MCP Server for AI agents. Live UI tuning, AST-guided surgical source splicing, and standalone AI-driven code edits — no phone needed.
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Updated
Oct 26, 2026 - Python
Real-time on-device visual editor for Jetpack Compose + MCP Server for AI agents. Live UI tuning, AST-guided surgical source splicing, and standalone AI-driven code edits — no phone needed.
A governance and operating system for AI coding agents — controlling execution, context, verification, evidence, and project memory.
Turn a rough idea into a built, tested MVP: a multi-LLM panel debates it, you approve every gate, then sandboxed Claude agents build and verify it in parallel. Honest verdicts: parsed test reports, held-out acceptance tests, test-integrity guard. LangGraph, Gradio UI, CLI, MCP server, benchmark.
Git versions files. Ratio versions reasoning. A VCS built for the age of AI agents.
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