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The ByteForge blog

Field notes on shipping production AI, custom software, and DevOps at scale — practical, opinionated, and written by the engineers doing the work.

AI Production · 6 min read

Why 90% of AI pilots never reach production (and how to be the 10%)

The gap between a great AI demo and a system your business runs on is engineering discipline, not model choice. Here's the checklist we use to close it.

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DevOps 5 min read

Kubernetes cost is a design problem, not a billing problem

Most teams try to cut cloud spend at the invoice. The real savings — 30–40% without touching reliability — come from decisions made in the cluster.
AI 7 min read

RAG that doesn't hallucinate: grounding, evals, and guardrails

Retrieval-augmented generation is only as trustworthy as its retrieval. A practical guide to building RAG that cites its sources and knows when to say 'I don't know.'

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