Reuse lessons and cognitive bites

Decisions, repeated mistakes, and useful patterns are easy to forget when similar work returns later.

Problem

Decisions, repeated mistakes, and useful patterns are easy to forget when similar work returns later.

User flow

Save lessons as memory or cognitive bites, retrieve them through search, task context, reviews, and project workbench views.

Product behavior

Bites and memory are local first-class entities with retrieval and provenance support.

Benefit

Experience becomes an active planning input instead of archived notes.