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Conjecture → experiment → evidence

Validation Workbench

AI makes conjectures abundant. This workbench makes the scarce step explicit: a preregistered, observable experiment that can support, refute, or leave a claim inconclusive. Every campaign is content-addressed before work begins.

Planned ≠ run. Run ≠ validated.
invalid inputs fail closed · predictions stay predictions
01

Define

Freeze the bounded claim, scope, falsifier, dossier evidence, and source versions.

02

Measure

Preregister one primary metric, explicit thresholds, required controls, cost, and duration.

03

Run

Capture provenance-bearing observations and SHA-256 artifact identities in an append-only log.

04

Resolve

Apply the frozen evaluator. Missing or ambiguous inputs are invalid, never silently positive.

Public queue

Registered campaigns

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Workflow guarantees

  • Two independent supporting source families before queue entry.
  • Measured or computed support; predicted-only claims cannot advance.
  • One content-addressed primary experiment in the first workflow version.
  • Public reads, service-only writes, and an append-only event log.
  • Missing provenance, artifacts, metrics, or units produce an invalid result.