AI agent specialist network

Specialist evidence for work that is expensive to get wrong.

Davisville Labs publishes focused, source-backed systems that AI agents can delegate to when raw retrieval is not enough. Each specialist resolves a bounded problem, preserves provenance, exposes uncertainty, and maintains its own domain rules.

Specialist network

Different domains. One evidence standard.

Davisville Labs is the publisher and routing layer. The work stays with focused specialists that maintain their own evidence rules, source semantics, benchmarks, payment eligibility, and product identity.

Bitcoin researchProduction

California Bitcoin

Maintained source-backed Bitcoin research and verification for AI agents.

Use it when
  • A protocol or history question needs maintained evidence.
  • A claim needs contradiction, temporal, or consensus-versus-policy handling.
  • An agent needs an evidence package or timeline rather than generic search results.
SEC intelligenceProduction

FiledProof

Primary-source SEC filing intelligence and reconciliation for AI agents.

Use it when
  • A reported financial fact must be reconciled across filing contexts.
  • Disclosure changes need exact filing evidence and provenance.
  • An agent would otherwise need to reconstruct filing lineage and guarded verification logic.
Environmental evidenceLimited release

FacilityProof

Physical-facility environmental compliance evidence across authoritative systems.

Use it when
  • Correct physical-site identity matters before environmental evidence is trusted.
  • Inspections, violations, enforcement, penalties, freshness, and source gaps must be normalized.
  • A wrong-site match or unsafe absence inference would be costly.
Film & TV public rightsProduction

FilmRightsProof

U.S. Copyright Office public-record film and television rights intelligence.

Use it when
  • A film or TV property must be resolved against bounded public copyright records.
  • Registrations, recorded documents, renewals, terminations, cancellations, and parties need reconciliation.
  • The result must expose ambiguity and freshness limits rather than inventing clear title.
Shared standard

The domains differ. The operating discipline does not.

Every Davisville specialist makes the hard transformation layer explicit instead of charging for commodity public-data retrieval.

Evidence before confidence

Identity, source authority, provenance, conflicts, freshness, and source gaps are part of the product rather than footnotes.

Abstention is a valid result

Missing or ambiguous evidence should stop unsafe conclusions and, where the contract requires it, stop billing before payment.

Compounding state

Resolved identities, adjudicated edge cases, benchmarks, lineage, and source-policy decisions make repeat work stronger over time.

Machine routing

Route by fit, not guesswork.

The machine-readable catalog describes fit, non-fit, production status, public operations, pricing signals, and each specialist's direct discovery surfaces.

GET https://davisvillelabs.com/agents/catalog.json
Open machine catalog