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Articles from the Velais team on AI evaluation and the Model Context Protocol.

Featured Article

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You don't need a smarter model. You need a measurable system.

Enterprise AI doesn't collapse because models are weak—it collapses because teams never measure how retrieval, generation, and cost behave once the system meets reality.

Velais Team
9 min read
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You don't need a smarter model. You need a measurable system.

Featured Article

Latest Articles

The hidden work behind good AI
AI Evaluation

The hidden work behind good AI

AI products rarely fail because the models are wrong—they fail because nobody defined what right even means. Here's why disciplined evaluation turns demos into dependable systems.

8 min read
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Microsoft Joins MCP: The SaaS Extinction Event Has Begun
AI Agents

Microsoft Joins MCP: The SaaS Extinction Event Has Begun

Microsoft's support for MCP signals the beginning of a new era where agents replace traditional SaaS apps. Here's why CRMs, CDPs, and integration tools should be worried.

7 min read
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