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## Summary
Stage detail now loads activity from a canonical stage-scoped events
endpoint instead of falling back to the first 1000 run-wide events. This
fixes empty panes for late stages in long runs and removes the
presentation-shaped `StageTurn` API from the wire.
### Plan Summary
- Add `GET /runs/{id}/stages/{stageId}/events` with cursor pagination
and server-side `node_id` filtering.
- Replace frontend stage-turn/fallback loading with paginated
stage-events loading and local event-to-activity projection.
- Broaden SSE/SWR invalidation so every activity event consumed by the
reducer refreshes the per-stage cache.
- Remove `StageTurn` schemas/client models and update demo fixtures plus
pagination/handler/reducer tests.
## What changed and why
The store now scans the run event prefix and filters by `node_id` before
applying the `limit + 1` cutoff. That preserves sparse late-stage
matches that would otherwise be dropped if we reused the run-wide
limited scan and filtered afterward. The real-mode handler returns an
empty page for an unknown stage id in an existing run, while preserving
404 for missing runs.
On the frontend, `run-stages` fetches all pages for the selected stage
and feeds them through `eventsToActivity`, keeping `TurnType` as a local
presentation model. Invalidation now targets `runs.stageEvents(runId,
stageId)` for lifecycle and reducer-consumed activity events
(`stage.prompt`, agent messages/tools, and command events), so active
panes refresh from the existing run event subscription.
The OpenAPI document and generated TS client now expose
`listStageEvents` and drop stale `StageTurn` models. Demo mode serves a
`detect-drift` stage-events fixture using the same cursor semantics as
the real endpoint.
## API notes
`/runs/{id}/stages/{stageId}/turns` is removed; clients should use
`/runs/{id}/stages/{stageId}/events?since_seq=&limit=` and project
events locally. The `stageId` path segment for this endpoint is the
workflow node id, not the visit-qualified `node_id@visit` form used by
command logs/artifacts.
⚒️ Generated with [Fabro](https://fabro.sh)
---------
Co-authored-by: Fabro <noreply@fabro.sh>
Co-authored-by: Bryan Helmkamp <bryan@brynary.com>
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