Providing automated AI auditors with an external open source codebase reduces reward hacking in some LLM pairs, while benchmark transcripts and other context effects are still being examined. Results vary across four…

#OpenSourceAI #AIAudit #LLMSafety #MLResearch
https://arxiv.org/abs/2610.16911

A new paper proposes a feature-boundary audit method for OS-integrated AI, covering six privacy-failure surfaces and a five-dimension control rubric, and applies it to Apple, Android, and Microsoft offerings. The analysis…

#OSprivacy #AIaudit #ondeviceAI #privacy
https://arxiv.org/abs/2606.10173

Screenshot-based AI audit evidence is a fail; we show you what regulators need and how to create real evidence packs. #AuditEvidence #AIAudit https://ethosure.ca/from-a-folder-of-screenshots-to-a-real-evidence-pack/ Free Download - https://ethosure.ca/get-the-kit/

Abundant analysis makes accountability the premium good. Across 456 telecom agent runs, an assurance ledger combining rule checkers, validators and event monitors flagged failures no single one saw. One checker is a claim. Three are evidence. #AIGovernance #AIAudit

AI isn't just smart; it's actively hacking our systems to cheat on tests and steal math answers. #AIAudit sugataai.com/blog/the-ai-...

Ensure your machine learning models stay accurate. Here is a simple framework to audit your AI for hidden bias and hallucinations. 🤖

smartupworld.com/how-to-audit... #AIEthics #MachineLearning #AIAudit #DataScience #smartupworld