ucl-erl

Audits benchmark design, baselines, metrics, ablations, statistical reporting, leakage risk, and claim-result alignment for Roboti...

Audits limitations, assumptions, failure cases, negative results, boundary conditions, and ethical or deployment risks in Robotics...

Performs harsh but evidence-grounded review of Robotics & AI papers across factual accuracy, logic, novelty, experiments, citation...

Routes Robotics & AI coding work through design, prototyping, debugging, testing, review, and reproducibility checks. Use when the...

Edits academic paper prose for grammar, clarity, concision, scientific tone, reviewer readability, and removal of generic AI-style...