Local Inference
2 published articles
AIFeatured4 min read
AI Models
The 33B model that just beat 137B models on coding benchmarks without changing hardware
Poolside's Laguna XS 2.1 improves SWE-bench Multilingual by 5.4 points to 63.1% while keeping the same 33B-total-3B-activated MoE architecture. The release includes quantized checkpoints, speculative decoding draft models, and an OpenMDW-1.1 license, making local AI coding more practical.
2026-07-21
AIFeatured4 min read
Local AI Inference
Ollama rewrote its Apple engine. The M5 results are finally competitive.
Ollama previews MLX-backed inference on Apple silicon, pushing Qwen3.5-35B-A3B to 1,851 tok/s prefill on M5. The shift brings NVFP4 quantization for production parity and a smarter cache for agentic workflows.
2026-03-30