- Deduplication: removes consecutive identical tool_call+tool_result pairs - Purge-errors: removes failed/empty tool results - Transform orchestrator runs strategies in sequence pre-payload - Wired into turn.ts before buildMessagesPayload - Clean-room reimplementation (AGPL reference: behavior only)