THE TOOLS

Fiduciary Constraint Evaluation (FCE): an experimental Python package and 33-scenario pilot for testing whether AI systems preserve fiduciary and professional constraints across short multi-turn interactions.

LangGraph orchestrator with three-agent architecture: Architect plans, Builder executes with file system tools, and PrismWeft validates non-overridable constraints. PostgreSQL persistence with human-judgment escalation for unresolved conflicts.

Constraint compatibility interface for AI governance. Text and visual modalities are modeled together; when constraints conflict, the obstruction routes to a human-judgment escalation point.

Compliance-ready audit trails for AI agents. Hash chains, Merkle trees, Ed25519 signatures. TypeScript SDK with OpenAI, Anthropic, and LangChain integrations. FINRA, HIPAA, EU AI Act export formats.

Free tool to exercise MCDPA data privacy rights. Letter generator for 545+ data brokers, deadline tracker, and browser extension with Global Privacy Control. Based on MN Attorney General templates.

VirusTotal for document forgery. Metadata extraction, ELA visualization, and ML-based forgery detection.

Verify AI-generated legal citations against CourtListener before they become sanctions. The 'Avianca' defense.

Reverse-engineering Call of Duty spawn logic through behavioral observation. YOLO11m → BoT-SORT → PaddleOCR → XGBoost + GAT + TCN ensemble. 3,000+ death→spawn events. No memory reading. Pure CV.

Four-stage legal assessment: Intake → Timeline → Research → Risk Scoring.

Bookshelf personality analysis. Claude Vision reads the spines; DALL-E generates the reader archetype.

Flip between human narrative and a machine-readable brief with a copyable JSON payload.

Compose multiple constraint sets, compare outcomes, and resolve conflicts across scenarios.