Local document enabled chat without UI

[gformcreation]

Hi, was creating a way to incorporate RAG capabilities in the binding or can be able to use RAG without loading the UI/QT.
Any idea's as to how we can do that ? I have currently build the backend and now able to successfully use the LLM for normal conversation.

[onestardao]

Hey @gformcreation — great to see you pushing toward backend-only RAG integration 👏
That’s actually a super under-discussed use case: RAG without UI overhead, especially for devs who just want clean API / CLI flow.

We’ve run into this same need and mapped a few recurring traps people hit when going UI-less:

Interpretation Collapse → when chunks are correctly retrieved but logic fails silently because session context isn’t properly preserved.

Logic Collapse → backend systems lose reset logic, or over-trigger on stale session artifacts.

Memory Breaks Across Sessions → no UI = no built-in continuity, which wrecks the semantic coherence across requests.

We ended up building WFGY to stabilize this layer — basically a symbolic reasoning engine that resets, recovers, and aligns semantic hops across RAG (without requiring UI memory).

You can see the full map of common RAG failure modes we tracked + solved here:
🔗 https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md

All tools are open-source. If any of this helps, feel free to fork or star. And if you hit new traps, we’d love to log them as new problem cases too.

Happy hacking!