Egor Burlakov
••6 min readThree AI Agents Worth Building Once Your Data Stack Doesn’t Suck
Three AI agents worth building on top of a modern data stack: analytics, incident triage, and internal knowledge assistants.
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Three AI agents worth building on top of a modern data stack: analytics, incident triage, and internal knowledge assistants.
How to add AI on top of a modern data stack: the practical layers, tools, and guardrails for building useful agents, retrieval, and internal copilots.
Local LLMs are practical for content generation, legal document processing, and internal knowledge bases. I benchmarked five Qwen models on my MacBook Pro. Qwen 3 14B scored 91/100 avg vs 62 for Qwen 2.5 14B -- same size, dramatically better. Newer models performed worse.