Run RecordOperated by Reality Contact, LLC

Technical experiment reproducibility audit

Trace the headline result back to a run another person can execute.

Run Record independently reruns one consequential result at no charge. The paid audit pins the environment, preserves inputs and raw outputs, traces claims through evaluation and aggregation, corrects tables, and states exactly what reproduced.

Free headline-result rerunSee the paid continuation
Example result

One headline result through the evidence chain

ledger
  1. ClaimTable 3 / +4.2 pointsThe exact reported object is fixed first.
  2. Runrr-017 / commit 8ac4Source and manifest identify the execution.
  3. Inputdataset d-06 / model m-12Receipts identify governed external inputs.
  4. Observed+3.8 pointsRaw output and aggregation remain inspectable.
  5. VerdictPartial / repair tableThe buyer decides the permitted use and next action.
Illustrative identifiers demonstrate provenance structure. Actual verdicts depend on authorized code, data, environments, reruns, and buyer-defined tolerances.

A result is not reproducible because the chart still exists.

The repository may have moved, the environment may be implicit, the dataset name may hide a revision, and the reported table may have passed through an unrecorded filter or manual copy. A close number can still come from a different experiment.

The audit fixes the claim and experiment boundary, reconstructs the exact run, retains raw evidence, and separates setup defects, numerical differences, evaluator changes, and narrative overreach.

The free audit attempts one result and preserves every intervention.

After secure intake, Reality Contact, LLC builds from the named source state, records the environment and inputs, runs the supplied command, captures raw output, and compares the agreed headline value.

The paid package expands that trace across the material claims and returns manifests, receipts, discrepancy analysis, corrected tables, a reproducibility verdict, and the evidence needed for the buyer's next decision.

What comes back from the record

One headline result receives an exact-run attempt, environment and provenance map, captured raw output, discrepancy list, and provisional disposition of reproducible, partially reproducible, not reproducible, or held for missing evidence.

Turnaround: The audit is delivered within five business days after the repository state, environment instructions, permitted dataset, configuration, evaluator, and target result are confirmed.

Fix the claim, reconstruct the run, compare, and decide

  1. Name the target

    You identify the exact table cell or conclusion, intended decision, source state, tolerance, and permitted experiment boundary.

  2. Rebuild the conditions

    Code, environment, data, model, prompts, parameters, evaluator, and aggregation are captured in an executable manifest.

  3. Preserve the discrepancy

    Raw outputs, interventions, failed cases, recomputation, anomalies, and differences remain attached to the claim.

  4. Choose the permitted use

    You accept, repair, rerun, narrow, or stop relying on the result after reviewing the evidence-bounded verdict.

There is already a market for this work.

The links below show existing providers and public reports from people who have dealt with the same problem. A source supports only the statement printed beside it.

SourceACM artifact-evaluation guidance distinguishes available, functional, reusable, and reproduced artifacts and asks reviewers to exercise artifacts against documented results.SourceNature Communications reporting standards call for access to data, code, protocols, and reporting details that support transparency and reproducibility.ProviderWeights & Biases Pro: The Pro plan starts at $60 per month and includes experiment tracking, registry and lineage, collaboration, and automation features described by the provider.ProviderPosit Cloud: Basic is listed at $25 per month and Standard at $75 per month; projects run in isolated containers with package and environment controls described by the provider.

Why the check is free

The rerun is free because Reality Contact, LLC is measuring whether one independent result check gives accountable teams enough evidence to commission a complete reproducibility package.

Free headline-result rerun

One headline result receives an exact-run attempt, environment and provenance map, captured raw output, discrepancy list, and provisional disposition of reproducible, partially reproducible, not reproducible, or held for missing evidence. The audit is delivered within five business days after the repository state, environment instructions, permitted dataset, configuration, evaluator, and target result are confirmed.

Do not send private links or files through this form. If the service fits, a person will reply with a secure intake method and written deletion terms before you share private material.

Operated by Reality Contact, LLC. Prices are in United States dollars, and the refund condition appears beside the paid audit. This technical reproducibility audit does not replace statistical, scientific, legal, ethics, security, privacy, peer, or publication review. The accountable buyer decides whether to accept, repair, rerun, narrow, or stop relying on each result.

Answers for the questions around this decision

Questions before you send anything

What do I send?

Do not send private links, files, repositories, datasets, credentials, prompts, logs, or unpublished results through this public form. If the audit fits, a person will reply with a secure intake method and written deletion terms before any private material is transferred.

What comes back for free?

One headline result receives an exact-run attempt, environment and provenance map, captured raw output, discrepancy list, and provisional disposition of reproducible, partially reproducible, not reproducible, or held for missing evidence. The audit is delivered within five business days after the repository state, environment instructions, permitted dataset, configuration, evaluator, and target result are confirmed.

Where does the service stop?

Reality Contact, LLC audits technical reproducibility and provenance but does not certify scientific truth, research ethics, statistical validity, security, regulatory compliance, publication acceptance, or fitness for every downstream decision; undisclosed data and inaccessible services remain outside the verdict. The accountable buyer authorizes data and compute access, defines the decision and target claims, resolves missing-evidence questions, and chooses to accept the result, require repairs or reruns, narrow its use, or stop relying on it. This technical reproducibility audit does not replace statistical, scientific, legal, ethics, security, privacy, peer, or publication review.

Free headline-result rerun

One headline result receives an exact-run attempt, environment and provenance map, captured raw output, discrepancy list, and provisional disposition of reproducible, partially reproducible, not reproducible, or held for missing evidence. The audit is delivered within five business days after the repository state, environment instructions, permitted dataset, configuration, evaluator, and target result are confirmed.

Do not send private links or files through this form. If the service fits, a person will reply with a secure intake method and written deletion terms before you share private material.

Operated by Reality Contact, LLC. Prices are in United States dollars, and the refund condition appears beside the paid audit. This technical reproducibility audit does not replace statistical, scientific, legal, ethics, security, privacy, peer, or publication review. The accountable buyer decides whether to accept, repair, rerun, narrow, or stop relying on each result.

Operated by Reality Contact, LLC.

Private repositories, data, prompts, and results wait for secure intake and written deletion terms.

The verdict is limited to the named experiment boundary and evidence.

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