Affective Coherence Monitoring for Transformer-Based Language Models

A Small AI Governance Evidence Kit from Türkiye

A micro-project to turn an early AI governance prototype into risk notes, oversight checklist, review templates and public learning.

More Computationally Efficent Alternative to LLMs

More Computationally Efficent Alternative to LLMs to Lower Compute Cost/Climate Impact

Project Pidgen: A Post-Transformer Foundation Model Architecture

Responsible AI for Dynamic Mental-Health Risk Modeling and Prevention Communicat

The Mentat Triad

Substrate Conditions for Coherent Intelligence

Guardian-Agent: Python port, conformance suite, red-team scorecard, SPEC v1.0

AGPL supervisor library for LLM agents. TS reference live on npm today (@flowdot.ai/guardian-agent). Grant funds Python parity, conformance suite, SPEC v1.0.

Awareness-conditioned emergent misalignment

Does harmful fine-tuning data cause broad misalignment only when the model already recognises the target behaviour as a norm violation?

Accelerating our epistemic capabilities, starting with science.

Solon: A Reliable Autonomous ML Research Agent

Building an AI research agent that can propose, test, and write up small ML findings

Vibing build: AI Hardware Orchestration

AI infrastructure for turning natural language hardware ideas into manufacturable devices

Cross-provider audit of LLM-mediated market mechanisms

Small API budget to test whether semantic reporting failures in an OpenAI-validated VCG market simulation replicate across Claude and Gemini.

Testing a new superconductivity theory: 4 experiments to make better future

Agentic Systems Framework/Theory

First-principles theory of the adaptive feedback loop — one structural account governing Kalman filters, RL agents, software teams, and frontier LLMs alike.

Meridian Eval: a public benchmark for tool-routing failures in LLM agents

Make "which tool did the agent pick, and why?" an inspectable artifact instead of a vector lookup.

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

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

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.

ASDR: Adversarial Semantic Drift Replayer for Multi-Agent AI Safety

Open-source replay tool and benchmark prototype for identifying step-level semantic risk transitions in multi-agent AI traces — CI-backed and independently repr

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.

Safe AI Germany (SAIGE)

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