counterfactual

Create Harbor benchmark adapters that convert external benchmark datasets into Harbor task format.

Scaffold a new Harbor benchmark adapter by running `harbor adapter init` and then guide implementation using the Adapters Agent Guide as the authoritative spec.

Route the current research task to useful research skills and execute them through to the requested output.

Discover a research problem by pushing a method beyond the conditions where it currently works.

Discover a candidate mechanism by comparing similar cases with different outcomes.

Decompose one observed failure into distinct failure mechanisms.

Design the smallest experiment that can distinguish the current hypothesis from its main alternative.

Extract useful observations from results, traces, examples, errors, papers, or other evidence before explaining them.

Derive an observable prediction from the current mechanism or hypothesis.

Test whether a candidate research idea is actually novel by searching for equivalent prior mechanisms.

Recover the minimal mechanism that makes an existing method, paper, or result work.

Turn a fixed design choice into a variable and ask what it should depend on.