Sample

A small sample collection. The prompts are written to be usable, but they are not an exhaustive or endorsed set, and their dates and versions are sample records. What sample means here

Read, review and debug code

Code review, error explanation and test ideas, with the model asked to show its uncertainty.

  1. PL-06

    Review a code change for bugs, risks and missing tests

    A structured review of a diff: correctness first, then security and edge cases, then tests, with a confidence level on every finding.

    Code · Advanced · 3 placeholders

    Works with:
    • Reasoning model, good fit
    • General chat assistant, good fit
    • Model API, good fit
    • Small local model, workable with limits
  2. PL-07

    Explain an error message and what to check first

    Turns a stack trace or error into a plain explanation, the most likely causes in order, and one quick check for each.

    Code · Practitioner · 3 placeholders

    Works with:
    • General chat assistant, good fit
    • Reasoning model, good fit
    • Small local model, good fit

Other tasks