Lisamaisiess001 Star Session Models Link !!exclusive!! -

I’ll assume you want a clear, actionable feature spec to add a “star session” (favoriting or starring a user session) for models like lisamaisiess001—something developers can implement. Here’s a concise, prescriptive feature spec. Feature: Star Session (Favorite a Model Session) Purpose: Let users mark a model session as “starred” to save quick access and enable follow-up actions (re-run, export, share). User-facing behavior

Users see a star icon in the session header. Tapping toggles starred/unstarred. Starred sessions appear in a “Starred” filter or a pinned section in session list sorted by most-recently-starred. Max starred count: configurable (default 100). When limit reached, show an unobtrusive warning and prevent new stars until user unstars others. Visual state: filled star = starred, outline = not starred. Accessible label: “Star session” / “Unstar session”.

Data model

Session object additions:

starred: boolean starred_at: timestamp (nullable) starred_by: user_id (if multi-user/accounted)

Index on (user_id, starred, starred_at) for fast listing.

API

POST /sessions/{id}/star -> marks starred, sets starred_at to current time; returns updated session. DELETE /sessions/{id}/star -> unstar; clears starred_at. GET /sessions?filter=starred&limit=... -> list starred sessions ordered by starred_at desc. Response shape: include starred and starred_at fields.

Frontend

Add star button component with optimistic UI update and rollback on error. Disable button and show spinner while request in-flight. Provide undo toast for 5–8 seconds after unstar action. Add “Starred” quick filter/tab in session list; show count badge. lisamaisiess001 star session models link

Backend

Auth check: only session owner (or allowed collaborators) can star. Concurrency: use atomic update (e.g., SQL UPDATE with WHERE user_id = X) to set starred and starred_at. Rate-limit star toggles to prevent abuse (e.g., 10/min per user). Enforce per-user starred limit in update transaction; return 409 with helpful error when exceeded.