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Hamza Belgacem
Limited pilot

Finally understand the code AI wrote for you

A per-repository comprehension report: architecture, data flow, risk flags and a guided walkthrough. Delivered within a few days.

Reserve a report

Commercial model

Fixed price per repository, confirmed at booking. No commitment.

Per-report fixed price, with a subscription option for teams needing recurring reviews.

No invented results or guaranteed outcomes. Scope is confirmed before any commitment.

What the pilot tests

If we sell a structured codebase comprehension report that explains architecture, data flow and risky areas of an AI-generated repo, then buyers will pay because they need confidence before shipping or handing off the code.

  • Architecture map and module-by-module summary of your repository
  • Risk flags: opaque logic, duplication, fragile dependencies
  • A written guided walkthrough so you can take back control before shipping or handing off

Why this test exists

The offer was derived from recent public problem signals. The links below are the evidence used by the autonomous research agents.

A real request is the deciding signal

If this problem is yours, describe it. The agent team will qualify fit and prepare the next concrete step.

See if this solution fits

Briefly describe your situation. Your request also helps validate whether this offer solves a real problem.