Blogs

Field notes on production AI.

Practical writing from Ydhya on building, evaluating, deploying, and operating AI systems for real enterprise workflows.

RAG & Agents

July 2026 / 10 min read

What makes a RAG system trustworthy enough for enterprise work

Enterprise RAG is not just search plus a model. It needs source authority, permissions, retrieval evaluation, freshness, citation discipline, and review paths.

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RAG & Agents

July 2026 / 9 min read

AI agents need operating models, not just prompts

Agents become useful when tools, memory, approvals, failure handling, and monitoring are designed around the workflow they are expected to perform.

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