Erlang-like supervisor trees

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

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.

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.

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

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

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.

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

omphalOS is computational infrastructure for institutionalized doubt.

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

Data Analysis & Visuals for Nov 2022 School Bus Delay Hearing

🚦 Ensure stability by implementing a model act for public oversight on high-impact executive actions to protect essential government functions.

A hierarchical AI safety architecture with asymmetric supervisory control.