Research output belongs in the decision system

Every paper analysis should yield at least one actionable outcome: a technical validation, a model benchmark, an architecture adjustment, a product experiment, or a clear decision not to adopt it.

Decision card

claim: the paper's central claim
evidence: experiments that support the claim
reproducibility: degree of reproducibility
product_fit: relationship to the existing product
cost: implementation and maintenance cost
next_action: benchmark | prototype | monitor | reject

This structure turns the accumulation of long-term reading into real technical assets.