Controlled recall for fragmented experiments, evolving hypotheses, and high-information next steps.

科研用的研究记忆层 Agent 技能（OpenClaw / QClaw）：把读过的论文、判断、矛盾沉淀成带溯源、可累积、能主动报冲突的记忆。markdown 为唯一真相源，纯本地、无 key。

CogniEDA is a validity-preserving research-state system for AI-assisted exploratory data analysis. It turns objectives, data profiles, assumptions, tasks, hypotheses, evidence, and discoveries into governed objects so conclusions stay traceable across long-horizon analytical sessions.