ReconBench: benchmarking LLMs on cardiac signaling network reconstruction

An Inspect-native replication and extension of Tewari et al. (2025). Recall reproduces, precision and F1 are new, and the main failure traces to an extraction format mismatch rather than a reasoning gap.

April 27, 2026 · 8 min · Robert Amanfu

Treasury Reapers: Sentient Arena Challenge 0 final report

Final report for my Treasury Reapers team submission to Sentient Arena Challenge 0: a goose-based OfficeQA agent, prompt and skill-contract iterations, leaderboard progression, and lessons from trace-driven optimization.

April 8, 2026 · 7 min · Robert Amanfu

Porting scBench to inspect_evals: lessons from running AI agents on single-cell data

Lessons from moving scBench’s public task set into the inspect_evals framework, including scoring rules, evaluation setup, and what run logs revealed.

April 2, 2026 · 13 min · Robert Amanfu