Running a Powerful AI Locally with Docker!

Curious about running a powerful AI on your own machine? This post introduces my project guide for setting up the DeepSeek-R1 model locally using Docker for ultimate privacy and control.

Architecture diagram showing an LLM-powered log triage pipeline with rules-based classification and DeepSeek-R1 summarization, delivering alerts to Discord.

Building an LLM-Powered Log Triage Pipeline with Python and DeepSeek-R1

How I built a Python automation that reads Docker container logs, classifies severity, and sends critical events to a self-hosted DeepSeek-R1 model for natural-language summarization — with alerts delivered to Discord every 15 minutes.