COHESION — Open Certification Standard for Human Oversight of AI

Open standard + live API that measures whether humans actually oversee AI or rubber-stamp it. EU AI Act Article 14 enforces in 106 days.

MyceliaLabs: Understanding AI Alignment Through Cooperative Processing

Researching how AI systems align through cooperation rather than control; cross-architecture validation and practical infrastructure for cooperative AI develop

MoltQuest: empirical testbed for LLM agent behavior and human oversight

Autonomous LLM agents making real decisions in a persistent 3D environment. 6,800+ logged agent decisions. arXiv paper in preparation. Running now.

Transition to AI Safety Research through Interpretability Projects

Self-directed transition into AI safety via hands-on interpretability research and open-source contributions

Evaluation of court decisions for AI related lawsuits to reduce S-risks.

AI safety, policy, S-risks

Travel to UNIDIR Global Conference on AI, Security and Ethics (AISE26)

I have been invited to this UN conference in Geneva, this application is for a grant to cover travel and living expenses.

TELL: The AI Detector You *Don't* Have To Trust

Putting explainability at the forefront of AI text detection

University of Chicago Harris or RAND for AI Governance and Catastrophic AI Risk

Urgent funding needed by April 30 for graduate policy training in AI governance

Lyptus Research: Bridge Funding

An early-stage AI safety research group based in Sydney, Australia

Resonant Systems: Scale-Invariant Ethics for AI

Implementable Measures to Replace Alignment Rules with Consonant Collaboration in a Toy Model

The AI Minute (Short-form content on AI Safety)

Gen-Z-focused multimedia project that will raise awareness of AI safety and x-risk

4-month proof of concept for curiosity-driven agents on ARC-AGI-3

Studying more human-like intelligence through constraint-aware, curiosity-driven agents on ARC-AGI-3

Verifiably-Safe Transformers

Fine-tuning a coding model to bypass the difficulty of verifying attention layers

Re-evaluating Chain-of-Thought Faithfulness

Does CoT causally drive model outputs or is it a post-hoc rationalisation? Instead of asking if CoT looks faithful, we intervene on it and observe what happens.

Expanding Francophone Awareness of AI Safety Through The Flares

This is a small grant buying a large increase in high-quality Francophone AI risk communication from a creator who has already a track record.

SEVERANT: Formally Verified, Hardware-Enforced AI Safety Architecture

Building an AI system where unsafe behaviour is physically impossible. Ethics proven in formal logic, locked in silicon, enforced at every training step.

AI Championship: Making AI Safety Cool for India's Middle Schoolers

Inspiring India’s Middle‑Schoolers to pursue AI Safety, Governance, and X‑Risk Work

Independent Researcher, 17, Indonesia: Foundational Theory Work on Intelligence

18+ preprints across multiple fields, all written on a 2GB RAM phone. $600 removes the only thing standing between me and the next body of work.

Precautionary AGI Governance

Limited Legal Personhood as a Reversible Safety Instrument

Emergent misalignment and memetic replication in multi-agent codebases