Provenance by design
Record the source, timing, limitations and transformation history of consequential evidence.
04 / INTELLIGENCE
Memory that makes intelligence accountable.
The objective is to accumulate an institutional record of what was known, believed, predicted, decided and learned.
AI-NATIVE ARCHITECTUREEVIDENCE-LED RESEARCHGOVERNED INTELLIGENCE
EVIDENCE SYSTEM
From information to justified belief.
Sources and timing matter. Repetition is not independent confirmation, and uncertainty should remain visible.
Versioned beliefs
Track support, contradiction, confidence and changes in interpretation over time.
Prediction ledger
Register material forecasts before outcomes are known, with horizons and resolution criteria.
Point-in-time integrity
Keep historical tests honest by excluding information unavailable at the decision date.
Protected dissent
Preserve contrary evidence and independent evaluations rather than flattening them into consensus.
Measured improvement
Evaluate forecasting calibration, research quality and decision outcomes by context and domain.
LEARNING SYSTEM
The institution can change its mind.
Proposed changes to models, strategies, employees and workflows move through research, testing, independent evaluation and authorization.
A promising backtest is not the same as reliable live-forward evidence. Promotion is reversible when evidence deteriorates.
OUR DESIGN PRINCIPLE
A compelling explanation is not a substitute for evidence.