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Zhongwei Li
2025-11-30 09:07:22 +08:00
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# Conversation Turn Pipeline
**Problem**: Conversation queries bundled user/assistant extraction, duration math, and output assembly into one 80+ line function, inflating cyclomatic complexity (25) and risking regressions when adding filters.
**Solution**: Extract helpers for user indexing, assistant metrics, turn collection, and timestamp finalization. Each step focuses on a single responsibility, enabling targeted unit tests and reuse across similar commands.
**Evidence**: `cmd/query_conversation.go` (CLI iteration-3) reduced `buildConversationTurns` to a coordinator with helper functions ≤6 complexity.
**When to Use**: Any CLI/API that pairs multi-role messages into aggregate records (e.g., chat analytics, ticket conversations) where duplicating loops would obscure business rules.