raxhacks // ai-infra-swe

Raxhacks AI Infra SWE Learning Roadmap

A 4-week, hands-on path from Linux and containers to production inference infrastructure. Check off each day, log your notes, and ship the weekly artifact as you go.

ARTIFACT

Dockerized microservice with scripts

demo

ARTIFACT

Quantized model benchmark on local Mac

demo
BENCHMARKlocal mac - 18 GB
precisionmemoryresult
FP1618 GB (maxed)UI locked, swap choked - KV cache set to 3.6 GB caused the issue.
INT414 GB / 18 GBMuch better performance with headroom to spare.

ARTIFACT

Containerized inference service with API

demo

ARTIFACT

End-to-end AI infrastructure capstone

demo