Notes on context, agents, and enterprise AI.

What we're learning while building the intelligence layer — architecture decisions, failure modes, and patterns that actually work in production.

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Why RAG alone can't fix enterprise hallucinations

Retrieval pulls chunks. It doesn't resolve which definition your finance team actually agreed on. We break down the gap between document retrieval and structured business knowledge — and why the difference shows up in every quarterly number your agents report.

Mahari Kalau12 min readAug 2026
Knowledge structuring

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