Pin what is actually being tested.
One public repository, paper artifact, model, or benchmark target and one explicit claim.
Target receipt ✓48-Hour GPU Repro CheckFounding price · $495
Before you trust the claim, make the run answer.
Give us one public, non-sensitive AI or ML target. We freeze the environment, attempt one bounded reproduction, and hand back exact evidence—whether it works or fails.
$495
founding pricefixed scope
48h
target turnaroundafter fit and access
01
public targetone stated claim
08h
GPU ceilingaggregate maximum
Exact scopeEvidence over theater
One target.
One honest receipt.
The deliverable records the source revision, environment, commands, runtime, peak VRAM, observed result versus the stated result, material deviations, and a bounded diagnosis when the run does not reproduce.
Use a bounded environment.
Up to eight aggregate GPU-hours on the declared hardware, with no quiet scope expansion.
Runtime evidence ✓Separate observed from claimed.
Numbers, logs, deviations, and uncertainty stay beside the conclusion.
Claim matrix ✓Leave a rerunnable trail.
You receive the environment and command path plus a concise failure diagnosis when applicable.
Reproduction handoff ✓BoundariesPublic and non-sensitive only
Useful evidence.
No fake certainty.
This is not certification, peer review, security testing, production deployment, a full paper replication, or a guarantee that the original claim is true or false. We accept only public, non-sensitive targets—never credentials, customer data, malware, attachments, non-public datasets, or unpublished confidential code.
- 01Fit
Confirm one safe public target and one checkable claim.
- 02Freeze
Record source, environment, commands, limit, and abort conditions.
- 03Run
Retain exact outputs, runtime, VRAM, failures, and deviations.
- 04Compare
Report observed versus stated without upgrading weak evidence.
- 05Hand off
Deliver the receipt and a concrete next move.
Start smallNo attachments
Send the public target.
We will tell you if it fits.
Include a public URL and the one result you care about. Do not include secrets, private data, accounts, attachments, or confidential material.
Email hello@cybernative.ai