# Research idea gates Apply all gates before including an idea in Section 16. ## 1. Traceability gate Tie the idea to a specific limitation, failure case, assumption, contradiction, or unexplained result. Include its source pointer. ## 2. Hypothesis gate State a proposition that could be false. Reject vague ideas such as "improve efficiency" or "use a larger model". ## 3. Delta gate State exactly what changes relative to the paper: - representation; - mechanism; - data; - objective; - feedback; - evaluation; - deployment constraint. ## 4. Validation gate Specify: - comparison; - controlled variables; - metric; - dataset or population; - expected observation; - falsifying result; - compute or experimental budget when relevant. ## 5. Failure gate Give at least two plausible reasons the idea may fail. Include attribution error, confounding, instability, cost, data scarcity, or invalid assumptions when applicable. ## 6. Novelty-language gate Use: - `candidate idea`; - `hypothesis`; - `possible extension`; - `prior-art search required`. Do not use `novel`, `first`, `unexplored`, or a numeric innovation score unless a dedicated prior-art search has been performed and cited.