Cognix
Proven execution accuracy. AI CLI with validation gates.
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Shichiroh Shigeh

Cognix - Proven execution accuracy. AI CLI with validation gates.

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Most AI coding tools promise speed. Cognix promises code that runs. 8 validation layers catch errors before you execute: - Scope control — strips out-of-scope changes mechanically - Formal proof — forces correctness proofs before execution - AST structural integrity check - Runtime validation — runs imports, reverts on failure - + 4 more layers Benchmarked vs Claude Code and Aider. 100% execution accuracy. Open source (Apache 2.0) · No IDE dependency · No telemetry pipx install cognix

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Shichiroh Shigeh
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Hi PH! I'm Shinichiro, solo developer of Cognix. I built this because I kept hitting the same wall: AI-generated code that looks right but doesn't run. After the 10th debugging session on AI output, I decided to build a tool where validation is the core — not an afterthought. Cognix runs 8 quality gates on every generation: scope control, formal correctness proofs, AST structural checks, runtime import validation, and more. The result: 100% execution accuracy in benchmarks against Claude Code and Aider. It's open source, CLI-based, and installs in one command: pipx install cognix Happy to answer any questions about the validation architecture.