Review follow-up on the salvaged #90353:
- Todo snapshot (+ coupled pruned-skill reload notice, 7a16840add) is now
reduced only as a LAST resort after reasoning/tool/summary shrink ops,
and the reload notice survives even then.
- Reuse existing helpers/constants instead of re-hardcoding:
_PRUNED_TOOL_PLACEHOLDER, _PRUNE_MIN_CHARS, _NEWEST_TURN_ONLY_BUDGET_KEYS,
and _prune_stale_reasoning_replay (codex sidecar shrink, #71058 boundary).
- Assistant-role messages without the summary metadata key are no longer
truncatable by the summary-cap heuristic.
- Caller passes budget so the estimator runs 3x, not 5x, per would-grow pass.
kshitijk4poor