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PROMPT-ENGINEERING-ADVANCED5 MIN READ

Turn a Report Generator Into a Chain

Sequence the design decisions that make a multi-pass reporting workflow stable and inspectable.

The situation The manager recap keeps changing because the final prompt still sees the raw CRM notes and keeps improvising over them. If the final pass can reinterpret everything, the earlier reasoning steps never truly hold. Teach Lock each pass to one job Prompt chaining works when each pass emits a result the next pass can trust without recomputing. Prevent hidden leakage Do not let later passes reopen the entire raw context unless they must. The final report inherits stable logic instead of improvising new logic. Later passes should consume prior conclusions, not quietly replace them. Find the leak What…

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