Posted inAI
Automating Claude Code: Using Hooks to Sync AI with Your Local Environment
Tired of manual 'npm install' or linting after AI edits? Learn how to use Claude Code hooks to automate your environment setup and verification.
Posted inAI
From Chaos to Automation: Building a Production Ticket Tagging System with LLMs and FastAPI
A practical look at building a ticket classification system using Python FastAPI and LLMs. Includes real-world cost analysis, code examples, and 6 months of production insights.
Posted inAI
Automating Code Reviews: 6 Months with AI-Powered PR-Agent and GitHub Actions
Learn how to integrate AI-powered code reviews into your CI/CD pipeline using PR-Agent and GitHub Actions. This 6-month production review covers setup, logic bug detection, and advanced configuration tips.
Posted inAI
LLM Evaluation: Practical Methods and Tools to Measure AI Model Quality in Production
LLM evaluation is the practice of systematically measuring whether your AI model's outputs are accurate, relevant, and safe — not just fast. This guide covers practical setup with DeepEval and RAGAS, CI/CD integration, and production monitoring strategies drawn from real deployment experience.
Posted inAI
Building a Local AI Gateway with LiteLLM: Centralize OpenAI, Anthropic, and Ollama
Tired of managing multiple AI SDKs? Learn how to deploy LiteLLM as a central gateway to unify OpenAI, Claude, and local models while cutting costs.
Posted inAI
LLM Fine-tuning with Unsloth and QLoRA: Training Llama 3 on Consumer GPUs
Stop hitting CUDA Out of Memory errors. This guide shows you how to use Unsloth and QLoRA to fine-tune Llama 3 on consumer GPUs with 70% less memory and 2x faster speeds.
Posted inAI
GPU-Accelerated Docker: A Production Guide to Installing NVIDIA Container Toolkit on Ubuntu
A professional guide to installing the NVIDIA Container Toolkit on Ubuntu. Learn how to bridge the gap between host drivers and Docker containers to enable full GPU acceleration for AI workloads.
Posted inAI
Beyond Vector Search: Building Knowledge Graphs with Microsoft GraphRAG and Python
Tired of shallow AI answers? Discover how Microsoft GraphRAG uses knowledge graphs and the Leiden algorithm to help LLMs understand complex, interconnected datasets. This Python guide shows you how to set up and query a relationship-aware RAG system.
Posted inAI
Building a Smart Web Scraper with Crawl4AI and Python: A 6-Month Production Review
Ditch the fragile CSS selectors. Learn how to build resilient, AI-ready web scrapers using Crawl4AI and Python, based on six months of production data extraction experience.
Posted inAI
Stop Hunting for Bash Flags: Master ShellGPT (sgpt) for Linux Administration
Ditch the man pages. Learn how to use ShellGPT (sgpt) to generate Linux commands, summarize logs, and automate Docker tasks using AI directly in your terminal.