GPT-4 to Self-Hosted Llama 4 Migration Guide
Switch from OpenAI's GPT-4 API to self-hosted Llama 4 with near-zero code changes, but plan carefully for hardware, EU licensing, and real context window limits.
Ollama
Open-Source LLM Hosting Costs - March 2026
Real costs of self-hosting Llama, Mistral, Qwen, and DeepSeek models on cloud GPUs vs. API access - with break-even analysis and hardware pricing.
MacBook Neo: Apple's iPhone Chip Lands in a $599 Mac
Apple's cheapest Mac ever packs the A18 Pro iPhone chip with a 16-core Neural Engine - but its 60 GB/s memory bandwidth puts a hard ceiling on what local models you can actually run.
Ollama Cloud Review: From Local LLMs to Seamless Cloud Inference
Ollama Cloud extends the popular local LLM runner to the cloud, letting you push models from your laptop and serve them globally. We test latency, cold starts, pricing, and the developer experience against dedicated inference providers.
LLMfit: Stop Guessing Which LLM Your Hardware Can Actually Run
LLMfit is a Rust-based terminal tool that scans your hardware and scores 157 LLMs across 30 providers for compatibility, speed, and quality. Here is why it matters.
The Complete Free AI Coding Setup for 2026: Professional-Grade, Zero Cost
How to build a professional AI-assisted coding environment that costs nothing - the best free editors, extensions, inference providers, and local models combined into setups that rival $20/month subscriptions.
