Research
Evidence-first notes on commercial intelligence, contract decisions and governed AI execution. We distinguish observed evidence, interpretation and recommended action rather than presenting generated conclusions as facts.
Research principles
- Preserve source provenance.
- Keep uncertainty visible.
- Separate evidence from interpretation.
- Require human authority for consequential external action.
- Measure commercial outcomes, not traffic alone.