oversight

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.

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.

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.

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

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

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

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

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

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

Monitoring RTL's Speed and interactions with public. PWA. Project Currently Stalled as PWA limitations got in the way of how this app was designed to work.

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.

A hierarchical AI safety architecture with asymmetric supervisory control.

Probe Philippine government procurement with local-first, explainable heuristics — built on the Open Contracting Data Standard (OCDS 1.1.5).

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