Every fitted distribution is a point on the Fisher–Rao manifold. IGAD detects anomalies in shape — scalar curvature — that mean, variance, and skewness all miss. +0.053 AUC over baseline.
Read-only counterfactual inspector for LLM agent execution traces. Import from LangSmith, LangFuse, or W&B Weave. Toggle a counterfactual — see what the agent almost did.
A directed-graph reasoning engine that computes the smallest change that flips the answer. Pareto-optimal — ranked by edit cost and downstream entailment breakage simultaneously.
The integration test. Q-learning robots in live combat. IGAD runs per-wave on HP distribution. AgentFlow spotlights decisions. Logic Engine runs post-mortems on every death. Everything composes.
Drop a trace from LangSmith, LangFuse, or W&B Weave. DAG view, Gantt timeline, Monaco-powered code generation. Per-span token distributions scored via Fisher–Rao scalar curvature.
Five reasoning agents — Bayesian, Empiricist, Abductor, Skeptic, Devil's Advocate — continuously revise a shared directed belief graph. AGM postulates over typed facts. Zero LLM. Zero API.
Q-learning portfolio agent with a 5,760-state policy. Reasoning traces, eye tracking — running in your browser, zero backend. The agent that explains the work by being the work.
Build something that shouldn't exist yet.
Founding AI engineer, principal IC, or applied research roles in ML observability, agent infrastructure, or interpretability. Selective contracts considered.