Reading research and evidence

PLLM records each step from a paper to a published result. It keeps the original source, clean-room method, component version, plan history, benchmark evidence, assurance evidence, and proposed claim separate. Citing a paper does not mean it was reproduced. Passing a unit test does not mean a complete model is supported. A benchmark does not prove privacy.

Compare results only when the model, model-body fingerprint, plan, numeric policy, workload, environment, cold or warm mode, and metric definitions match. Keep limitations and failed attempts in the record. Missing evidence is not a pass.

Continue with method implementation records, research evidence boundaries, and the reproduction workflow.