Developer Tools
(23 articles)Ditch the API Bill: Run Claude Code on Local LLMs
Connect Claude Code CLI to a local llama.cpp server in under 10 minutes. Full tutorial covering terminal setup, VS Code integration, and performance tuning for...
Ditch the API: 8 Open Source LLMs for Local AI in 2026
We tested the top 8 open source LLMs you can run on your own hardware in 2026 — from the 14B Phi-4 to the 671B DeepSeek V3. Here's what's actually worth your...
Ollama vs LM Studio: 7 Differences That Matter
Ollama is a CLI-first tool built for developers who want API access and Docker deployment. LM Studio is a polished desktop app for anyone who wants to chat...
Why Frontier AI Benchmarks Are Broken in 2026
A new book by Moritz Hardt argues that benchmark rankings — not scores — are what actually matter. We tested his thesis against every major 2026 AI benchmark.
Krasis vs llama.cpp: Is 10x Faster LLM Inference Real?
Krasis LLM Runtime claims dramatically faster inference than llama.cpp for large MoE models on a single NVIDIA GPU. We break down the real numbers, the...
A $500 GPU Just Beat Claude Sonnet at Coding Tasks
ATLAS, a source-available AI system built by a Virginia Tech student, scores 74.6% on LiveCodeBench using a single $500 consumer GPU — outperforming Claude...
Google Opens Lyria 3 API: AI Music for 4 Cents a Track
Google Lyria 3 is now available to developers through the Gemini API at $0.04 per 30-second clip. Here's what you get, what's missing, and how it stacks up...
Clarity-OMR vs Audiveris: 5 OMR Accuracy Tests
A deep-dive comparison of Clarity-OMR's machine learning approach against Audiveris's traditional computer vision for optical music recognition — with real...
ROCm vs Vulkan Performance: Mi50 Benchmark (4 Models)
New benchmarks pit ROCm 7 nightly against Vulkan on an AMD Mi50 32GB running llama.cpp. Vulkan wins short-context dense inference, but ROCm dominates...
Google's $12.5M AI Open Source Security Push, Explained
Google, Microsoft, OpenAI, and Anthropic are pooling $12.5 million to secure open source software — and Google's AI tools Big Sleep and CodeMender are already...
Qwen3.5-9B vs GPT: Document OCR Benchmarks & Weak Spot
Benchmark data shows Qwen3.5-9B beats frontier models on OCR and field extraction, yet stumbles badly on tables. Here's the honest breakdown.