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Your agent says it's done. Vinv says prove it. Real traces + live code graph + closed-loop verify, served to your agent over MCP.

28 starsPython

VinvAI – Ties runtime trace to code segment, prevents reward hacking

by itsAnshul·Jul 24, 2026·2 points·0 comments

AI Analysis

●●●BangerBig BrainWizardry

Finally, a tool that forces AI agents to prove they didn't lie about the code working.

Strengths
  • Ties runtime traces directly to specific code segments for evidence-based verification.
  • Autonomous loop detects failures, dispatches fixes, and verifies without user clicks.
  • Solves the specific 'agent says done but tests fail' hallucination pattern.
Weaknesses
  • Requires installing a local engine and managing background services.
  • Niche audience limited to developers heavily relying on autonomous coding agents.
Target Audience

Developers using AI coding agents like Cursor or Copilot

Similar To

Cursor · GitHub Copilot · Windsurf

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