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AI in production

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5 articles

Engineering note
7 min read

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.

Md Jannatul Rakib JoyAI & Cloud Solution Consultant
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Engineering note
7 min read

Jev, OpenAI or Microsoft: which decision model should you use?

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

Perspective
5 min read

Who Actually Owns Your AI Agents?

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

Perspective
7 min read

From Copilots to Agents: What Microsoft Ignite 2025 means for the next wave of AI at work

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.

Guide
11 min read

Understand the AI cost of your game changing idea BEFORE the bill arrives

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

Microsoft AI, data and cloud

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