REF: PROJ-INDEX // ACTIVE

THE TOOLS

Infrastructure for trust in a post-authentication world.

CORE TOOLS

Fiduciary Evals

[Safety Benchmark]

Safety benchmark testing whether models preserve fiduciary duty under adversarial prompting. 17 stress tests with weighted grading and published results.

Sovereign City

[Multi-Agent Orchestration]

LangGraph orchestrator with three-agent architecture: Architect (Gemini) plans, Builder (Opus) executes with file system tools, PrismWeft validates soul invariants. PostgreSQL persistence. 1,000+ Python files. THE WIGGLE as interrupt mechanism.

Prism Terminal

[AI Governance]

Sheaf-theoretic constraint algebra for AI governance. Text and Visual modalities unified under H^1 cohomology. When constraints conflict, obstructions trigger THE WIGGLE — human judgment as structural necessity.

AgentLedger

[Open Source SDK]

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.

MN Privacy Shield

[Consumer Rights][Live]

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.

DocForensics

[Authentication][MVP]

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

CiteCheck

[Legal Tech][Prototype]

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

LABS / ARCHIVE

Exploratory builds and creative experiments that extend the framework. These are secondary to the safety infrastructure work above.

Spawn Prediction Engine

[Machine Learning / CV]

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.

Case Intake AI

[Workflow Lab][Prototype]

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

Spine Reader

[Computer Vision]

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

CODA: The Game

[Interactive Fiction]

Navigate the CODA manuscript as an interactive experience. Meet Fear, Joy, Grief, and Pride. Your choices define the chord.

Chord Synth

[Audio Playground]

Live triad builder mapping distribution, ownership, and rights to root, third, and fifth. Web Audio chord engine with pulse mode.

Agent Mode Toggle

[Human/Agent Interface]

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

Prism Playground

[Constraint Sandbox]

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