A hands-on guide to building MCP servers that connect Claude and LLMs to your databases, dbt catalogs, and Airflow pipelines. Complete Python code included.
Category: AI
Open Source LLMs for Enterprise: Llama 3, Mistral, and the Self-Hosting Reality Check
A practical guide to deploying open-source LLMs in production. GPU requirements, vLLM setup, cost comparison with GPT-4, and when self-hosting actually pays off.
Prompt Engineering for Data Pipelines: Using LLMs to Clean, Classify, and Enrich Data
A hands-on guide to integrating LLMs into ETL pipelines for data classification, cleaning, and enrichment with Python code, cost analysis, and fallback patterns.
LLM Inference Optimization: From 200ms to 50ms Per Token
A hands-on guide to cutting LLM inference latency 4x with quantization, KV cache tricks, vLLM, speculative decoding, and GPU selection.
Multi-Agent Orchestration
Agentic AI in Data Engineering
Build a Small RAG Pipeline Inside Your Warehouse
How Snowflake Cortex Changes MLOps
Zero-ETL Revolution
Vector Databases in Production
How AI Copilots Are Replacing Manual Data Pipeline
