Generated proposal
API INTEGRATIONS / REPAIR REVIEW
See what failed, inspect the proposed change, and check the evidence before a patch leaves your desk.
Run the live invoice repairThree original failure scenarios.
One deliberate review process.
NVIDIA NEMOTRON × NEBIUS SANDBOX
Explore real, saved model attempts. Choose a run to inspect its proposal and checks.
Original synthetic cases · Replay mode uses no model credits; the separate live workspace runs on Nebius · Candidate-runtime observations are not execution attestation. A changed contract is a new experiment, not proof of self-correction.
Documented checks from the local reference fixture suite. These results do not represent a live model or remote sandbox run.
A transparent boundary between a useful demonstration and a production claim.
This desk demonstrates the workflow. Live generated repairs require separately verified provider access, isolated execution, and an evidence record bound to the exact candidate.
SAVED PROVIDER EVIDENCE
Read published, sanitized receipts. This button never calls a model or executes a repair.
Not loaded. The reference examples above are independent of live provider results.
Inspect all attempts to inspect individual attempts.
THE REVIEW STANDARD
Identifiers, response semantics, and request budgets become explicit review requirements.
Empty pages, ambiguous units, and expired credentials expose repairs that only look correct.
Export the source and review context together. Production changes remain a separate decision.