Erlang-like supervisor trees

Information about CIGIE, CIGIE Shared Services, CIGIE on GitHub Enterprise Cloud, and onboarding instructions.

Parzival Oversight Agent - Technical PM & Quality Gatekeeper for Claude Code multi-agent projects. Oversight templates, session management, and verification workflows.

AI governance toolkit for delegated AI pipelines, centered on the Minimum Sufficient Oversight Principle (MSO).

Field notes from GPTs (via Spark) on how to actually use AI in real projects: seeds, anti-drift, failure modes, Overwatch-style guardrails, and how to ask, structure, and avoid drift and confident nonsense.

Model Act for protecting federal continuity: requires agencies to define essential functions, set continuity floors, and run high-impact executive actions through a public impact statement and rapid independent review.

Open reference documentation for AI Governance, Risk, & Compliance. Contains a risk lexicon, audit interview guides, oversight reporting templates, maturity models — and much more, all inspired by ISO 42001 and other major AI regulatory standards.

omphalOS is an investigation platform for high-stakes analytical work — originally built for the U.S. Bureau of Industry and Security.

Discerning Eye | Artificial Intelligence tailored for creating reports on topics on both important information and key information that you should be aware of.

Aadhaar Governance & Oversight Analytics System | A professional-grade analytical framework for monitoring Aadhaar ecosystem behaviour, detecting irregularities, and ensuring data integrity.

StreetSignal (Ushahidi Platform fork) API version 3+. Many improvements and additional reporting features.

Cross-Pillar Conflict Resolution (CPCR): a governance standard and schema for resolving clashes between identity, transparency, consumer-harm, and planetary-impact rules with computable, auditable tie-breakers.

Congressional Committee Assignments and Leadership Positions, 103th to 119th Congresses, 1993--2026

TP Supervision

Real-time oversight of LLM agents — watch the agent execute, approve or edit every tool call, abort if it goes sideways. Third piece of the trilogy with Sentinel + Recourse.

Public, journal-safe replication package: a public-data review-priority framework for Medicaid residential care oversight (Washington State Adult Family Homes), adapted from Minnesota's public enforcement record.

Research on human-in-the-loop architectures for safe and explainable AI. Includes the Learning-Free Regulator (LFR) concept.

Data Analysis & Visuals for Nov 2022 School Bus Delay Hearing

Testing whether Vietnamese pragmatic context is lost between user instructions, executor actions, and safety monitor judgments.

VeriBridge gives diaspora clients worldwide professional, verified oversight of their businesses, properties, and projects. From Lagos to Nairobi, Accra to Karachi. No more stories. Just proof.