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๐Ÿ”ฌ researchMostly Real

Saturday, July 11, 2026

AUDIT BLACK-BOX LLMS BY AMPLIFYING REASONING WEIGHTS TO EXTRACT SECRETS

New method audits black-box LLMs by extracting hidden reasoning.

3/5
months
{"security engineers","ML engineers","AI ethicists"}

โ—† What Changed

Opaque LLM behavior โ†’ Transparent inspection of reasoning.

โ—‡ Why It Matters

Security/governance teams gain a powerful tool for pre-deployment audits.

๐Ÿ›  Builder Opportunity

Build a pre-deployment auditing service based on "Overthinking" method.

โšก Next Step

โ†’ Apply "Overthinking" to audit your LLMs for hidden biases/secrets.

๐Ÿ“Ž Sources