Insights
Practical notes on shipping agentic AI and RAG in real environments — evaluations, retrieval, and delivery milestones.

Agentic AI
Production agent evaluations that don’t rot after launch
How to keep agentic systems trustworthy over time: eval sets, regression gates, rollback paths, and human review — without fake demos.
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RAG & Knowledge
When RAG fails in production — and what to fix first
Common retrieval failure modes in enterprise settings: stale corpora, citation theater, chunking mismatches, and permission leaks — plus practical fixes.
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Delivery
AI delivery milestones procurement teams can actually approve
How to structure agentic AI and RAG engagements with clear acceptance criteria, observability, and stakeholder checkpoints — built for enterprise buying, not hype.
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