ICSAC: AI-Assisted Peer Review for Independent Researchers

An ORCID-gated submission pipeline where a multi-model AI panel plus quality-control layer delivers rigorous peer review without institutional gatekeeping.

Valence Engineering: a circuit-level science of human suffering

Stage 0 bridge for a focused-ultrasound research program targeting the neural architecture that maintains chronic suffering.

Greek Forecasting Pilot for AI Governance and Democratic Resilience

A 6-month pilot testing probabilistic forecasting for AI, misinformation, institutional trust, and social risk in Greece.

Golem Physics + Constraint Native: Verification Before Voice & Action

Funding the open-source launch of a working claim-state system and the local firewall bridge that carries verification before voice into governed agent action.

CHINI-bench + CHINI-train: a deterministic simulator for AI evaluation and RL

If your reward model is an LLM, you cannot tell whether the policy is gaming the reward or actually getting better. We built a simulator instead.

Decoding Logic: Mechanistic Interpretability in LLMs in a research program

Identifying and auditing reasoning circuits in LLMs within Algoverse 2026 using Sparse Autoencoders (SAEs).

Summer AI Safety Workshops For 6th-8th Graders in India

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

Epistemic Curie Benchmark: measuring phase transitions in LLM epistemic autonomy

First quantitative framework for measuring when LLMs surrender independent reasoning under authority pressure

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.

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.

Safe AI Germany (SAIGE)

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

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.

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

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

Towards Shared AI Compute Infrastructure

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 :)

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.