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Evaluation & benchmarks
How you find out whether an agent is any good: held-out splits, trajectory-level scoring, and leaderboards that publish their method.
AI SRE & agentic ops
Agents that diagnose production incidents — the corpora, tooling and tool-calling models. Built around my work on OpenSRE's evaluation environment.
Medical imaging CNNs
Dermoscopic lesion classification — public data and models behind the CNN work I did at MoleCare (NHS App Library). Research, not clinical tools.
Small models for on-prem inference
Models small enough to run on infrastructure you control — the practical constraint when data cannot leave the estate.
Evaluation & benchmarks
How you find out whether an agent is any good: held-out splits, trajectory-level scoring, and leaderboards that publish their method.
Medical imaging CNNs
Dermoscopic lesion classification — public data and models behind the CNN work I did at MoleCare (NHS App Library). Research, not clinical tools.
AI SRE & agentic ops
Agents that diagnose production incidents — the corpora, tooling and tool-calling models. Built around my work on OpenSRE's evaluation environment.
Small models for on-prem inference
Models small enough to run on infrastructure you control — the practical constraint when data cannot leave the estate.