RAG beyond the demo: the five failures nobody shows in tutorials
Chunking is the easy bit. Evaluation, permissions, stale context and silent retrieval failures are where production systems get interesting.
HSHamza SiddiquiAI Product Engineer · 5h ago
Advanced Backend Engineering · Part 2BP
Good work rarely speaks for itself. It needs context: the problem, the constraints, the decisions, and the outcome that became possible because you were there.
Start with the tension
Every useful case study has tension. Specific constraints make ordinary work legible and credible.
Do not make the reader reverse-engineer why your work mattered.
Leave the reader with something usable
A strong blog post gives the reader a model they can carry into their own work.
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WRITTEN BYHamza Siddiqui
AI Product Engineer. Writing about practical work and career growth.
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