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![jarredsumner Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::2489440172.png) Jarred Sumner [@jarredsumner](/creator/twitter/jarredsumner) on x 124.6K followers
Created: 2025-07-15 02:39:34 UTC

I think there’s a workflow here where you combine code coverage + faker-like data and you have a semi-automated fuzzer that fails if the LLM hardcodes fake data or the LLM fails to properly test code. Still need to experiment with this


XXXXXX engagements

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**Related Topics**
[llm](/topic/llm)

[Post Link](https://x.com/jarredsumner/status/1944949936447173042)

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

jarredsumner Avatar Jarred Sumner @jarredsumner on x 124.6K followers Created: 2025-07-15 02:39:34 UTC

I think there’s a workflow here where you combine code coverage + faker-like data and you have a semi-automated fuzzer that fails if the LLM hardcodes fake data or the LLM fails to properly test code. Still need to experiment with this

XXXXXX engagements

Engagements Line Chart

Related Topics llm

Post Link

post/tweet::1944949936447173042
/post/tweet::1944949936447173042