Krish Chainani 0d22692962
Retain the last selected step context for each turn ( #41429 ) ...
## What changed
- Store the most recently captured execution `StepContext` in the active turn state.
- Keep speculative model-fallback captures from replacing that context, and update it only when the fallback is selected for remote compaction.
- Preserve the retained context when a turn completes or is interrupted.
## Testing
- Add coverage for completed and interrupted turns, successful primary compaction, fallback compaction, and interruption while a fallback is running.
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Krish Chainani
0d22692962