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alexey-safonov-liminal avataralexey-safonov-liminal avatar
Alex Safonov

@alexey-safonov-liminal

Independent AI safety researcher building deterministic oversight, trace evaluation, and causal memory tools for agent systems.

https://github.com/safal207
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About Me

I work on AI safety infrastructure for agent systems: deterministic trace protocols, causal memory layers, adversarial evaluation, and failure localization. Before pivoting into AI safety, I spent 12+ years in fintech QA, where I worked on high-reliability testing, auditability, and production-grade failure analysis. My goal is to turn vague concerns about agent misalignment into concrete, reusable open-source artifacts: benchmarks, trace tooling, and oversight libraries.

Projects

Deterministic Oversight for Agent Traces — LTP + CML

pending admin approval

Comments

Deterministic Oversight for Agent Traces — LTP + CML
alexey-safonov-liminal avatar

Alex Safonov

about 3 hours ago

Update:

I have active related applications under evaluation with LTFF, Open Philanthropy / Coefficient-affiliated funding, and NLNet, and I am currently clarifying fiscal sponsorship structure for an external SFF application. Current focus is tightening benchmark scope, deliverables, and release plan for LTP + CML.

Deterministic Oversight for Agent Traces — LTP + CML
alexey-safonov-liminal avatar

Alex Safonov

about 3 hours ago

Update:

I have active related applications under evaluation with LTFF, Open Philanthropy / Coefficient-affiliated funding, and NLNet, and I am currently clarifying fiscal sponsorship structure for an external SFF application. Current focus is tightening benchmark scope, deliverables, and release plan for LTP + CML.

Deterministic Oversight for Agent Traces — LTP + CML
alexey-safonov-liminal avatar

Alex Safonov

about 3 hours ago

Update: We are aligning fiscal sponsorship for an external SFF application. This project is gaining multi-fund interest.