Vinv-Ties every runtime trace to code segment, prevents reward hacking
Independent replay and hidden tests verify agent fixes, stopping reward hacking cold.
Your agent says it's done. Vinv says prove it. Real traces + live code graph + closed-loop verify, served to your agent over MCP.
Finally, a tool that forces AI agents to prove they didn't lie about the code working.
Developers using AI coding agents like Cursor or Copilot
Cursor · GitHub Copilot · Windsurf
Independent replay and hidden tests verify agent fixes, stopping reward hacking cold.
Catches LLM reward hacking at runtime when models game evals.
Catches reward hacking before it tanks your RL training run.
Gradient-immune AST analysis that RL models can't optimize against through backpropagation.
Educational content in a space where Nathan Lambert's RLHF book already exists.
LLM judge on outgoing requests achieves 0% cheat rate while preserving 58% fair-solve ceiling.