ICML Travel & Independent Research Bridge

Compositional Learning Behaviours as a Necessary Condition for Olympiad-Level Formal Theorem Proving

Travel grant for attending MI4MedFM workshop at MICCAI

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.

Machine God (documentary film)

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

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

DriftBench v1.1: an ambivalence metric + 20 cross-domain scenarios

Deterministic, no-LLM-judge benchmark for how faithfully AI tracks changing beliefs. Funding v1.1: a new ambivalence metric + 20 cross-domain scenarios.

AI Safety Atlas: a searchable directory of everyone in AI safety

A fast, comprehensive directory of the people and orgs in AI safety: search, filter, and match.

Stage 2: pre-registered multi-agent value dynamics test; frontier agents; $1.5k

Gate proves agents engage coupled dynamics before grid spend. Publish-either-way: pass → theory confirmed; fail → clean negative; gate-fail → report.

Karma Ledger benchmark for Agent Governance

Open source, cross-framework benchmark for AI agents

Behavioral Observability for AI Systems in Production

A working infrastructure for auditing AI behavior without access to weights

LivingLoop: The Biological Computing Engine for AI

Forcing living networks of brain cells to act as a self-organizing, ultra-efficient computational substrate that bypasses the GPU scaling trap.

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.

PayBench: A Benchmark for Unsafe Commercial Autonomy

Benchmark for agent safety when spending users money. How often do they violate user intent and rules?

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.

CKSM: a foundation model architecture derived from neuroscience

Deterministic, constant memory, continuous learning. Building the alternative to transformers

ICML Workshop Travel: Cross-Constitution Drift in LLM Character Training

Accepted ICML 2026 workshop paper on cross-constitution drift in LLMs; seeking $2,050 travel support to present in Seoul and gather research feedback.

Retroactive: Every Contact Leaves a Trace, a completed interpretability study

A user's engagement style leaves a measurable signature in a language model's attribution graphs. This ask reimburses the completed study's costs.

Stress-testing alignment auditing methods of AuditBench