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## Why When we prepare the conversation history, every tool call needs a matching output. Before this change, we scanned the full history again for every call. In a tool-heavy conversation, that makes the work `O(items x calls)`, or `O(n^2)` in the worst case. ## What Scan the history once and collect the IDs of existing outputs. Then each call can check its ID with an expected `O(1)` lookup. The full normalization step is now expected `O(n)`. The output order and missing-output behavior stay the same. ## Performance Based on local rollout traces, one tool-heavy session reached roughly 17,050 transcript items with about 4,292 tool-call items. On a history of that shape, the old `calls x items` scan does about 73.2 million membership checks, while the new pass does about 21.3 thousand set inserts/lookups. That is roughly 3.4k times less membership work in this normalization step. ## Validation - `just test -p codex-core normalize_` (19 passed)
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