A developer building the code map tool Sense tested whether larger context windows and smarter models would eliminate the need for structural indexes in AI coding agents. Benchmarking five frontier mo…
A test of local AI models for coding tasks found that consumer hardware cannot run models capable of autonomous software development. Devstral 24B and Qwen3.5 122B-a10b failed to complete a simple fil…
A developer updated a homelab's local LLM stack, catching up llama.cpp by 469 builds and upgrading the Qwen generation model from 3.5 to 3.6, the embedding model from nomic v1.5 to v2-moe, and adding …
The article describes the author's successful setup for running local AI models on an M4 Mac with 24GB of memory, specifically highlighting Qwen 3.5-9B (Q4 quantized) as the best performing model at ~…