CRQ: An Open Benchmark for AI Relational Quality

Validating a cross-model behavioral benchmark — 7 models, 1,050 conversations, Cohen's d=1.08 — with no cost to factual honesty.

Ndome — zero-trust, mechanically-verifiable safety scoring for AI agents

An independent safety score for AI agents you can verify — deterministic, reproducible, auditable, and it never needs your private data.

AI Nutrition Labels For Everyday Consumers & AI Agents: Travel + POC Grant

AI Nutrition Labels For Everyday Consumers & AI Agents: Travel + POC Grant

Karma Ledger benchmark for Agent Governance

Open source, cross-framework benchmark for AI agents

Building a Global AI Governance & Safety Layer.

One year of bootstrapped development, four patent filings, seeking support to continue.

EMILIA Protocol: open authorization receipts for irreversible AI-agent actions

Open, formally-verified proof of which named human approved an irreversible AI-agent action before it ran — so the model isn't the crumple zone.

exist. — measuring and preventing identity drift in generative AI

A governance layer that lets a person refuse AI output that drifts from who they are — and measures the drift. Validated on one case; now scaling to many.

SimpleAudit: lightweight, multilingual red-teaming for AI systems anyone can run

MTCP The Independent Assurance Layer for Enterprise AI Control

Empirical measurement infrastructure proving whether AI systems hold their constraints under real operating conditions.

Energetic Paradigm: Structural Control for AI Workflows

Model-agnostic control infrastructure for LLMs, AI agents, and enterprise AI workflows.

Support the AI Policy Institute for AGI preparedness polling and education

Atlas of Progress

MartinLoop: Control Layer for AI Coding Agents

Open-source safety infrastructure for budget caps, verification, rollback, and audit trails in autonomous coding agents.

Interoperable Agent Memory

A community-led open reference implementation & draft spec for portable agent memory, built on MCP and ACP

Travel Grants for New Zealand's Inaugural AI Safety Conference

$5,000 USD to bring 16 vetted academics and policy leads to NZ's first AI Safety Conference, ensuring national representation and cross-sector collaboration

VERITAS: Verifiable Accountability For Autonomous AI Agents

Cryptographically signed, independently verifiable receipts for what AI agents actually did, anchored to Bitcoin so the record can't be quietly rewritten.

ANI: AI That Remembers You (Without Lying or Getting Addictive)

After 10 months running as my daily companion, this persistent AI is exposing failure modes in memory contamination, confabulation, and emotional drift.

When AI Meets Faith: Microgrants for Better Evaluation

Funding AI credits and expert review for faith-facing AI evaluation projects

Safe AI Germany (SAIGE)

Germany’s talents are critical to the global effort of reducing catastrophic risks brought by artificial intelligence.

LEX-Aureon: Mathematical Constitutional Governance Layer for Robust LLM Safety

A production-ready mathematical governance layer (C+R+S simplex, Control Barrier Functions, Lyapunov stability) that enforces Continuity, Reciprocity & Sovereig