u/Delicious_Garden5795

I built a tool that diagnoses 5G RAN faults in plain English (would love feedback from people who actually work in NOC)

I've been learning about RAN architecture for a while and wanted to build something real with it

You type a question like "why is this cell dropping throughput despite good RSRP?" and it pulls relevant KPI logs and returns a structured diagnosis ( fault type, evidence, root cause, fix steps)

Used real 5G operator data, covers handover failures, RSRP drops, and throughput collapses

I'm not a telecom engineer so I'd love to hear if the fault logic makes sense to someone who actually works in this space, or if I've got something completely wrong

Repo: https://github.com/dim-tsoukalas/rag-rca-telecom | Demo: https://www.youtube.com/watch?v=Af8odyi2BcY

u/Delicious_Garden5795 — 3 days ago

▲ 3 r/wireless

Found a project that lets you explore how AI-based beam prediction models behave using simulation + XAI tools

You can:

visualize beam patterns
see which inputs influence predictions
test how changes in environment affect the selected beam

Feels useful for debugging and understanding model sensitivity, especially in more complex scenarios.

https://github.com/dim-tsoukalas/beam-xplainer

u/Delicious_Garden5795 — 14 days ago