A Unified Kinematic Phase Space for Pediatric Psychiatry

Validated on >1k subjects. Raising $8.2k for an N=100 clinical trial separating ADHD and anxiety using drawing kinematics, multiscale entropy, and tremor power.

MoC: a sparse LLM architecture that beat MoE at 500M for $200

Independent researcher in Brazil scaling a validated sparse architecture to 1B, plus open interpretability tooling for expert routing. 6-month runway grant.

Project Xaeryn: Identity-like States and Relational Dynamics in LLMs

A 15,000+ page corpus on long-term interaction, symbolic language, unusual model behavior, and safety edge cases.

HiveGuard Research Initiative

Non-invasive AI acoustic sensor to detect Varroa mites without killing bees, replacing destructive testing.

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.

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

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.

Safe AI Germany (SAIGE)

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

KIRI-A1: Autonomous AI Agent for Full OS Control via Vision

An advanced agent that perceives your screen and executes tasks by controlling the mouse, acting as a digital proxy to handle complex work on your behalf.

Interpretable Multi-LLM Judge System for Alignment Evaluation

Auditing and improving LLM-as-a-judge systems via interpretable aggregation of preferences

Systematic Probing of Exploit Chains and Governance in Multi-Agent Tool

A benchmark for studying how failures spread across multi-agent AI systems and whether they can be detected and interrupted in time.

Towards Shared AI Compute Infrastructure

We're a team building World-Model-Lens, a library for Interpretability

Observability and interpretability toolkit for world models in AI safety and mechanistic interpretability research.

Benchmarking Deceptive Improvement in Agentic Systems

An open-source safety pilot for detecting metric gaming, pseudo-improvement, and oversight evasion

AI Readiness Objectives for AGI Preparedness

A shared framework, case studies, and decision tools to help policymakers and AISIs identify gaps, prioritize interventions, and coordinate AGI readiness.

AI Security Startup Accelerator Batch #2

Funding 5–10 AI security startups through Seldon’s second SF cohort.

Help a Bootstrapped AI Risk Literacy Founder Get To IASEAI 2026 in Paris

Nutrition labels transformed food safety through informed consumer choice, help me do the same for AI and make this standard :)

Conference fee and travel for presenting at ICLR 2026 AI&PDE workshop

Important contributions in application of scientific AI to improve uncertainty quantification and advance future plasma physics research.

Hypothesis Prism: A Structural Representation Layer for Scientific Experiments

LLMs scale language, not method. HP turns hypothesis-driven papers into machine-readable maps of variables, controls, stats, and findings for researchers & AI.

Law School for AI Governance

Support my postgraduate law studies and research in AI Governance