Posted inAI
Stop Guessing: Automate Your Prompt Testing with Promptfoo
Tired of manual prompt testing? Learn how to use Promptfoo to automate LLM evaluations, catch regressions, and compare model performance with this practical guide.
Posted inAI
Boost Your Local LLM Speed: A Hands-On Guide to Speculative Decoding
Boost your local LLM speed by 2x or more. This guide covers the practical setup for Speculative Decoding using llama.cpp and vLLM on consumer GPUs.
Posted inAI
Stop Repeating Yourself: Use CLAUDE.md for Smarter AI Coding
Stop wasting tokens and correcting AI hallucinations. Learn how a CLAUDE.md file provides the project-specific context Claude needs to write better code, run tests, and follow your standards.
Posted inAI
Stop Building Forgetful Bots: A Guide to Long-Term AI Memory with Mem0
AI agents shouldn't forget who you are. This guide shows you how to use Mem0 and Python to implement persistent long-term memory, allowing your bots to remember user preferences across sessions while reducing token costs.
Posted inLinux
Linux Performance: Kill the TLB Bottleneck with Huge Pages
Slash Linux kernel overhead by 5% or more. This technical guide explains how to implement Static Huge Pages to boost performance for PostgreSQL, Redis, and AI workloads.
Posted inAI
Stop Burning Credits: LLM Cost Optimization with GPTCache and Redis
Reduce LLM API costs by 80% and cut latency from seconds to milliseconds. This guide explores implementing production-grade semantic caching using GPTCache and Redis.
Posted inAI
Fixing RAG Retrieval Failures: A Practical Guide to BM25 and Hybrid Search
Vector search often misses exact technical terms and specific IDs. This guide explains how to combine BM25 and Vector Search using Hybrid Search and RRF to increase RAG accuracy by up to 20%.
Posted inAI
Build a Local Voice Assistant with Whisper and Ollama: Fully Offline Speech Recognition and LLM Response
A practical guide to building a fully offline voice assistant using Whisper for speech recognition and Ollama for local LLM responses — no cloud APIs, no latency overhead, complete privacy. Based on six months of production experience with measurable performance data.
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
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.