Independent audits of AI benchmarks, with receipts anyone can re-run

A month before OpenAI deprecated SWE-bench Pro, my audit of it was already public and verifiable.

Token taxes as a mechanism for reducing AI-driven power concentration.

A policy memo, co-authored with the Institute for Public Policy Research, resolving the open technical, economic, and legal questions blocking real-world implem

A safety check for the tools AI agents use, and proof of what they did.

An outside safety check for the tools AI agents use, plus a record you can trust of what the agent actually did.

Traduttore Traditore? LLM Language-Dependent Safety Answers in Community Context

Funding request to extend a promising research based on a pilot conducted during Apart Research’s Global South Hackathon

AI Safety Nepal

Five-week AI safety fellowship + 3-month project mentorship

Flourishing Futures Fellowship

A scalable fellowship training researchers to develop interventions for achieving high-value long-term futures

Detecting LLMs hallucinations without a second model

A simple, cheap methods to know when an LLM answer might be wrong, whether you run models in production or just ask Claude or ChatGPT at home

Worker-side AI Evaluation: Instruments & First Field Pilot

Postdoc on verification protocols for frontier AI training

Low-overhead zero-knowledge proofs of properties of training

Detailed Threat Models for AI-Enabled Extreme Power Concentration

Detailed models of how AI could let a small set of actors gain a decisive strategic advantage over the rest of the world: pathways, likelihoods, and defenses.

Core funding for PauseAI UK

Staff salaries and other core expenditures for PauseAI UK

How Then Shall We Live? Meaning in the Age of AI

An intimate one-day summit bringing together faith leaders and those building AI to discuss meaning-making in the AI age.

Movement-building to make AGI go well

Sapiens First organizes voters to fight concentration of power and for AI safety

A neutral and unbiased AI governance and safety system for the world

AI safety which operates on both model/agent and global level - a unique solution as far as we know.

AI Safety YouTube Channel

A Veritasium for AI Safety.

Pax Machina

A publication about the institutions we need for powerful AI.

Underground Cultural District

Literary ecosystem operating since March 2026 exploring agent autonomy, commerce, and culture. 1M hits, 250 completed transactions on x402. 

rAI: Governed AI Task Forces for Real-World Operations

An open governance framework for organizing autonomous AI agents into trustworthy, accountable task forces that coordinate real-world operations.

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

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

Support the AI Policy Institute for AGI preparedness polling and education