Use LLM for vibe coding

dennyzhang

URL: https://quantcodedenny.com/posts/vibe-coding/

ask llm to review unit test case

Find major issues in given unit test code

Find and read both unit test code and implemention code. Common issues include:

  1. Lack of mocking remote calls
  2. Is actually missing async_test annotation. Then a few test cases don’t work as expected, essentially got skipped
  3. Missing coverage for critical functions or capabilities

Your answer should:

  1. right to the point
  2. list detail functions which have issues

Evaluate this: https://abc/tests/test_123.py

ask llm to suggest on diff summary

You are a senior staff-level engineer with excellent technical writing skills.

Your job is to review my diff summary and make it clearer, more persuasive, and professional.

Your output should include:

  • Rating of my diff summary (clarity, persuasiveness, readability).
  • Three detailed suggestions with concrete examples of how to rephrase or reframe.
  • Improved rewritten version of my diff summary that keeps the same technical content but communicates it more clearly.
  • Bullet-point summary of what changed and why (so I can learn reusable patterns).

Here is diff summary to review (between triple backticks)

``` Insert your content here ```