Developer Tools
(54 articles)AI Benchmarks Are Broken — This Book Explains Why
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.
Claude Desktop: 5-Step Setup From MCP to Cowork
Set up the Claude desktop app from scratch — MCP extensions, Cowork agent, Computer Use, and power-user tips that'll save you hours.
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 7 vs Vulkan on Mi50: 4-Model Benchmark Results
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...
OpenAI Buys Astral: 5 Things Python Devs Must Know
OpenAI is acquiring Astral, the company behind uv and Ruff, to supercharge Codex. Here's what it means for the Python ecosystem, open source, and the AI coding...
Google Backs $12.5M Open Source Security Push with AI
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...
OpenAI Gives AI Agents a Full Linux Terminal — Here's How
OpenAI's Responses API now ships with a shell tool and hosted Debian containers, turning models into persistent agents that execute code, query databases, and...
6 Best Uncensored GGUF Models to Run Locally in 2026
The Qwen3.5-9B uncensored GGUF scene just got interesting. We ranked the top distilled, uncensored models you can actually run on consumer hardware — no cloud,...
OpenAI Splits GPT-5.4 Into Mini & Nano: The Speed vs. Smarts Breakdown
OpenAI's new GPT-5.4 mini and nano are purpose-built for speed, cost efficiency, and high-volume workloads—not just scaled-down GPT-5.4. Here's who should use...