limina

Set up and launch an autonomous research project with Limina. Use when the user wants a persistent research agent workflow with hypotheses, experiments, findings, and review artifacts.

Build, review, refactor, or design software for readability, simplicity, modularity, testability, and safe changeability. Use for feature work, architecture decisions, API boundaries, naming, refactors, and code reviews across any language or stack.

Challenge the current Limina research direction and next-step plan. Use for step-back reviews, pre-commitment checkpoints, plateau reviews, contradictory findings, or pivot/continue/stop recommendations when evidence or framing may be weak.

Design, review, and conclude rigorous research experiments for Limina's H→E→F workflow. Use when creating or revising hypotheses, experiments, or findings; defining baselines, datasets, metrics, or stopping rules; comparing candidate methods; deciding whether a result is conclusive; or when a negative result may be caused by an invalid setup rather than a true method failure.

Map the AI/ML state of the art for a concrete technical problem. Use for exploratory research, mechanism-based literature search, benchmark mapping, and finding generalizable approaches. Not for simple fact lookup.