I Built a Local RAG System for Telecom Operations — Here's Everything I Learned
A full technical deep-dive into building TelecomOps RAG: two-machine LAN setup, 31K semantic chunks, Mistral 7B on an RTX 3050, and the real production gotchas nobody writes about.
Building Production RAG Systems for Telecom NOC
How we built TelecomOps RAG — a retrieval-augmented generation system for telecom network operations centers using Mistral 7B, ChromaDB, and FastAPI. Lessons from 31K chunks in production.
Fine-tuning LLMs with QLoRA: A Practical Production Guide
A complete walkthrough of QLoRA fine-tuning — from dataset preparation to production inference. What the papers don't tell you, and what actually breaks in practice.
Agentic AI Patterns That Actually Work in Production
Most agentic AI demos are impressive. Most agentic AI production systems are fragile. Here are the patterns that survive contact with real users, real APIs, and real failure modes.