The messy 'plumbing' that makes AI actually work

31 Jan 2026 · 1 min
0:50

Muhammad Umar at Codeninja explains how to actually ship AI products. His team wired Anthropic's Claude into sales workflows and found that the real work isn't the model itself, it's the plumbing: reliability engineering, security hardening, and system integration that makes LLMs work in production.

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