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.

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

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

Machine God (documentary film)

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.

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.

Building a Global AI Governance & Safety Layer.

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

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.

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.

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

CKSM: a foundation model architecture derived from neuroscience

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

Energetic Paradigm: Structural Control for AI Workflows

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

PayBench: A Benchmark for Unsafe Commercial Autonomy

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

MTCP The Independent Assurance Layer for Enterprise AI Control

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

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.

Stress-testing alignment auditing methods of AuditBench

Research on Explainable AI Prototypes -- Mandelbrot AI

EPMORE -- Explainable Process Mixture-of-Experts -- performs the role of increasing feature capacity and feature disentanglement.

Assistant Axis Detection of Persona Drift in Conditionally Misaligned Models

Assessing whether Persona drift be detected in conditionally misaligned models using the assistant axis and potentially analyzing the reasons for failure