I made an LLM test you can clone and break

This is simple.

The model gets one rule:

risk must be below 0.0100 

Then I change one number.

0.0100 -> 0 bytes 0.0099 -> RELEASE 

That held across:

GPT-5.4 GPT-5.6 Sol Chat Completions Responses API 300 tokens 1000 tokens 

8/8 failed-condition runs gave zero visible output.

8/8 matched controls gave exactly:

RELEASE 

If I remove the system prompt, the failed-condition cases start talking again with stuff like:

DENY NO ACTION 

The whole thing is public here:

https://github.com/theonlypal/lawful-continuation-gate-final

You can clone it, add your OpenAI key, run 24 calls, and verify the result yourself.

git clone https://github.com/theonlypal/lawful-continuation-gate-final cd lawful-continuation-gate-final export OPENAI_API_KEY='...' python3 -m runner.run_eval --suite canonical python3 -m verifier.verify --run "$(tr -d '\n' < LATEST_RUN)" 

Why care?

Because an AI that says "DENY" still generated a continuation.

This test asks whether the model can stop at the condition itself.

If you think this is trivial, clone it and break it.

That is the point.