▸ Tag · #production
Production.
The gap between working and production-ready — the operational realities that only surface once real users and real load arrive.
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ShopifyOne Shopify claims pipeline for every claim type
A returns policy is not a returns process. Build one Shopify claims pipeline for returns, damage, and warranty: file, eligibility, queue, Shopify resolve.
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AIMachine learning vs generative AI
Machine Learning predicts; Generative AI creates. The discriminative-vs-generative split decides your architecture, infra, and monthly cloud bill.
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AI7 mistakes wrecking your production RAG stack
Naive chunking, no reranker, embedding drift, latency blowups: the structural mistakes that wreck a production RAG stack, and the fixes that ship.
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AIWhy your RAG implementation is failing in production
Vector-only retrieval quietly breaks production RAG. Hybrid search, BM25, rank fusion, re-rankers and evals: the fixes that make it reliable.
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