Keep your host free from lingering services and mismatched versions. Run your dev stack in isolation and rebuild it when needed.

You have a small, mostly static corpus (e.g., a few hundred to a few thousand chunks). You want zero‑infrastructure local retrieval with fast, predictable latency. You’re assembling “infinite few‑shot ...

Hackers are increasingly exploiting newly disclosed vulnerabilities in third-party software to gain initial access to cloud environments, with the window for attacks shrinking from weeks to just days.

Wondering where to find data for your Python data science projects? Find out why Kaggle is my go-to and how I explore data with Python.