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System DesignVery Hard· Latency· Auditability· LLM Orchestration
Your team wants every stage collapsed into one LLM call...
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See plansThe auditability requirement does not necessitate separate round trips. By structuring the single LLM call to output a schema-validated record for each sub-process, you achieve the same level of logging and rollback capability as a five-call trace. Furthermore, it is worth questioning whether a 300 ms SLA is realistic for an LLM-driven query processor, regardless of the call structure.