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Teaching AI Something It Was Never Trained On

2026-05-14 · 13 parts · No login required

Hands-on RAG: give a local AI a brand-new language it has never seen and watch retrieval do the work.

Teaching AI Something It Was Never Trained On

Why use local AI?

Why not fine-tuning?

The research backed up the failures

Retrieve, Augment, Generate

Normal RAG

OpenWebUI, the 10-minute RAG setup

Where normal RAG quietly breaks

With RAG Proxy

Wiring the proxy in, one config change

Technology stack

More features (the parts we did not demo)

Same interface. Everything smart happens upstream.