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Autumn plans from your prompt. A vague prompt does not fail. It produces a plausible task that answers a slightly different question, which is harder to notice than an error.

Keep every specific the user gave you

If you are passing a user’s request through to Autumn, preserve their specifics verbatim: names, URLs, constraints, exclusions, desired fields, counts, geography, and examples. Summarizing the request is where detail gets lost.

Say how many

target_count on the output, or a count in the prompt, tells the agent when to stop. Without one it decides for itself, and “find companies” has no natural end.

Name the columns you want

If you already know the shape, declare it rather than describing it. A schema is a contract; a sentence is a hint. See Structured output.

Add per-row quality rules

Rules are what keep a list honest. State the bar each row must clear:
  • must be Series A or later
  • must be US-based
  • must have a current CTO title
  • must cite a source for the funding figure
Without a stated bar, the agent decides what “counts”, and it will fill rows it can find rather than the rows you meant.

Decide whether a question is worth it

clarify: false is the default and the right choice for automation. Reach for clarify: true only when someone is around to answer, and the answer would change the work. See Human in the loop.

Restate the goal when continuing

When you continue a task, rewrite the user’s follow-up into a clear instruction that states the current goal, not just their raw words. “Add a column” is clear to a human reading the thread and ambiguous to an agent reading one message.
See Follow-up tasks.

Prompting for Scout

A well-specified prompt is what makes the faster tier viable. If the columns, the bar, and the count are all pinned down, scout has less to infer. If the task still has to decide where to look, stay on ranger. See Model tiers.

Checklist

Before you send

Count, columns, per-row rules, exclusions, and every specific the user gave you.

Before you continue

Restate the current goal as one clear instruction rather than forwarding a reply.