Evidence and limits
Finding: The public article reports that generated tools are tied to source code, checked against reference outputs, and locked after validation before conversational use.
Impact: Watch executable evidence packages as a bounded provenance and reproducibility pattern for the recorded review topic (see source) and the recorded review topic (see source).
Boundary: Case-study reproduction of computational papers does not establish human understanding, safe use on new data, or general agent reliability. Next: does a source-bound, test-locked tool improve reproducibility and review behavior against static documentation at comparable cost? Candidate; public article screened, framework claims not independently replicated; not adopted
Flags: builder evaluation; computational research domains; reference-output reproduction does not establish human understanding or safe transfer to new data
Record State: Candidate only: not accepted into the reviewed catalog
What was reviewed: Previously screened candidate; review remains limited