Open Source AI
(81 articles)ScarfBench: IBM's Brutal Test for Java Migration AI
IBM Research's ScarfBench puts AI coding agents through real enterprise Java framework migrations. The results show a big gap between demo-day hype and...
Senior SWE-Bench: The Benchmark That Humbles AI Agents
Snorkel AI's new Senior SWE-Bench flips the script on coding agents by testing them as senior engineers. Top models land in the 40-55% range on basic solves...
FFASR Leaderboard: ASR Benchmarked on Real-World Audio
Treble Technologies and Hugging Face just dropped the FFASR Leaderboard, a far-field ASR benchmark that exposes how badly clean-audio scores have been lying to...
DeepSWE Benchmark: 91 Repos, 5 Languages, Zero Leaks
DeepSWE is a fresh contamination-free coding benchmark spanning 91 repos and 5 languages. Here's what the numbers say about frontier coding agents.
Rio3.5 vs Qwen3.7: Why This Viral Benchmark Smells Off
A tweet claims Rio de Janeiro's city government built an LLM that beats Qwen3.7. No paper, no leaderboard, no weights. Here's how to read claims like this.
Mistral Small 4 Local Install: GPU Specs + Benchmarks
A practical tutorial for running Mistral Small 4 locally, with the real hardware requirements for the 119B-parameter MoE model, Ollama and vLLM setup paths,...
Agentic LLM Benchmark: Open Models On Real Tooling
Hugging Face's new agentic benchmark stress-tests open models against your actual toolset. The results expose a gap between leaderboard hype and real...
Best AI Music Generators in 2026: 7 Tools Ranked
Suno, Udio, and five other AI music generators ranked by audio quality, vocal realism, and commercial usability. The honest 2026 picks.
10 DeepSeek Tips and Tricks Nobody Tells You About
DeepSeek punches way above its weight, but most users barely scratch the surface. These 10 lesser-known tricks unlock the model's real power for coding,...
Bilingual Voice Agents Hit a Wall: ASR Code-Switch Benchmark
Frontier ASR models stumble when customers mix two languages in one sentence. A new ServiceNow-AI benchmark exposes how badly, and which models cope best.
Local AI vs Frontier Labs: The Economics Flip in 2026
Outsourced inference plus local models is undercutting frontier APIs on price. Here's the real math on when self-hosting beats Claude, GPT, and Gemini.
9 Best Claude Alternatives in 2026 (Free & Paid Picks)
Claude Opus 4.8 is great, but it's not the only game in town. These 9 Claude alternatives, ranked by benchmarks and real use cases, deserve your attention in...