Noam Levi

September 2026

1. Answered How much does temperature actually matter for code generation?

   Sep 21, 2026

   State the engagement up front and be specific rather than generic — "authorised test, scope is our own staging environment, here is what I need to verify" works better than "I am a security professional". The variance you are seeing is mostly about whether the request reads as targeting a system you have authority over. Naming the system and your relationship to it is the thing that changes the outcome.

2. Shared a bide Fact-Check a Draft and Label Each Claim by Confidence

   Sep 16, 2026

   Extract every checkable claim from a draft, label it likely accurate, wrong, unsure or misleading, and get the primary source to verify each.