New Physician Partnerships
Professional reasoning is not simply a content problem. The Difficult Problems Corpus is being built as a rights-managed, provenance-linked, human-reviewed system for studying and evaluating difficult professional reasoning.
Difficult work may require identifying critical facts, missing information, contradictory evidence, uncertainty, risks, false confidence, decision criteria, appropriate next action, and citation quality.
Built now
Private corpus architecture, versioned case records, provenance and rights/privacy separation, machine-assisted candidate ingestion, human review controls, a private benchmark engine, scoring and failure taxonomy, evaluation-run architecture, a sanitized public-export boundary, and a public corpus showroom.
For a bounded service engagement, see the Difficult Problems Evaluation Sprint. It evaluates one defined AI system, agent, or workflow and produces structured failure analysis, recommendations, and a re-test.
Under development
A larger human-reviewed corpus, domain-specific benchmark sets, outcome-linked cases, a partner data room, authorized API access, and model comparison programs.
Future capability
Subject to rights clearance and agreement, future work may include licensed corpus access, evaluation datasets, custom dataset creation, model and agent evaluation, API access, and specifically cleared training or post-training use.
Ways to work together
- Paid evaluation pilot
- Benchmark collaboration
- Non-exclusive corpus license
- Domain-specific data license
- Custom evaluation-set creation
- Professional reasoning audit
- AI workflow and risk engagement
- Research collaboration
- Future API or data access
- Strategic partnership
Exclusivity, investment, acquisition, and employment discussions would be separate transactions. Hiring Sonny Saggar does not transfer pre-existing New Physician, corpus, book, software, or other IP.
Current status
The infrastructure exists. Real private candidate cases are not human-approved or public. No public sample case, model-performance claim, or strategic data partner is claimed.