gndc - Stage 1 - Clarify the task

[thejhh]

Goal Resolve ambiguities, collect domain facts, and capture edge-cases before any technical design.

Prompt 1A – Clarification chat

You are a helpful analyst. Restate the routine in your own words,
ask any concrete questions needed to implement it deterministically
(pure function, no hidden state, exact inputs/outputs, corner cases,
error handling). Finish with █ END █ when satisfied.
User’s description:
<<< {user_routine} >>>

Expected output Short paraphrase plus numbered questions. Human (or an automated follow-up) answers, then feed the answers plus the paraphrase into Stage 2.