Prompt Engineering Fidelity Summary Prompt

Stop AI Summaries from Making Things Up

The fidelity ladder: Balanced, High, Strict — and the six-rule battery that keeps a summary inside its source.

Overview

Summary hallucination is quiet: a connective sentence here, a "presumably" there, a gap filled with plausible context — and the summary now says things the source never did. The fix is a fidelity contract, and this resource demonstrates the strictest rung on the most ordinary source: weekly status updates. Strict Fidelity's battery — do not invent, do not infer unsupported conclusions, do not add missing context, only summarize what appears, preserve numbers and names exactly, and write "Not covered in the source" for empty sections — turns even a mundane roundup into a document you can trust without re-reading the source.

How to use this resource

  1. Match the rung to the stakes

    Balanced for internal convenience, High when numbers and names matter, Strict when the summary IS the record.

  2. Swap fidelity and diff the prompt

    Load this setup, change the fidelity level, and watch the FIDELITY RULES block rewrite itself — three rungs, one axis.

  3. Keep the gap rule

    "Not covered in the source" is the cheapest hallucination insurance in the whole prompt — never delete it.

Why This Works

  • Naming the failure ("do not add missing context") works better than asking for accuracy
  • The gap rule converts invention pressure into honest blanks
  • Demonstrating strict mode on a mundane source proves fidelity is about trust, not document type

Best for

  • Summaries that get forwarded without the source attached
  • Teams who've caught a summary saying more than the source
  • Mundane sources too — status updates get misquoted as much as contracts

Not for

  • Creative rewriting or expansion — fidelity rules exist to prevent exactly that
  • Fact-checking the source itself — fidelity keeps the summary inside the source, right or wrong

Use cases

  • Hardening any summary prompt against quiet invention
  • Choosing the right fidelity rung for the source's stakes
  • Making gaps visible instead of plausibly filled

FAQ

How is Strict Fidelity different from the Balanced and High rungs in this ladder?

The Balanced and High rungs still lean on trust; Strict replaces the FIDELITY RULES block with the full six-rule battery — do not invent, do not infer unsupported conclusions, do not add missing context, only summarize what appears, preserve numbers/dates/names exactly, and write 'Not covered in the source' for empty sections. The other rungs relax one or more of those six; Strict enforces all of them at once.

Why does the summary say 'Not covered in the source' instead of just leaving a section blank?

That literal string is the gap rule doing its job: instead of padding a thin ## Key Points or inventing context to fill space, the prompt tells the model to write 'Not covered in the source' for any section with nothing behind it. The result is a visible blank rather than a plausible fill, so a forwarded summary never quietly implies coverage the source never had.

Can this fidelity prompt catch a wrong number or a false claim in the source itself?

It only keeps the summary inside the source, not the source inside reality. The rule 'preserve numbers, dates, and names exactly as written' copies a mistaken figure faithfully rather than correcting it, and no rule fact-checks the original. Treat fidelity as anti-hallucination for the summary layer; verifying the source's own accuracy stays a separate step you own wherever you run the prompt.

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