Production patterns, engineering notes and lessons from shipping real software.
Every RAG system needs a vector database, but choosing between Pinecone, Weaviate, and ChromaDB isn’t straightforward. We’ve used all three in production.…
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The era of “just write a better prompt” is ending. Production AI systems need more than clever prompt templates — they need…
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How we build autonomous AI agents that classify, research, act and escalate — reliably, in production.
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Why most RAG systems return irrelevant chunks — and how to build retrieval that actually grounds answers.
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Caching, routing and evaluation strategies that keep AI features affordable at scale.
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The safeguards that separate a demo from a deployable AI feature.
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