
When an AI fairness audit says "pass", can you trust the result?
A fairness audit can pass on one sample and fail on another. Joy explains VFR-Audit, research into verdict stability, and what its findings mean for responsible AI.
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5 articles

A fairness audit can pass on one sample and fail on another. Joy explains VFR-Audit, research into verdict stability, and what its findings mean for responsible AI.

Lachlan Wright compares Jev, OpenAI Decisions and Microsoft-Decision-1 on business-style tasks, examining accuracy, latency, calculated cost and confident mistakes.

nexwave explores the identity, observability and accountability questions that determine whether enterprise AI agents can move from demo to production.

A look back at Microsoft Ignite 2025 and the shift from individual copilots to governed agents, unified data platforms and an operating model for AI at work.

nexwave explains tokens, licensing, consumption and provisioned capacity, and how to model AI usage before committing to a platform or a budget.