A Rust harness called local-llm-loop, built by softwarewrighter, drives opencode against local models in an autonomous plan-execute-review loop and found that tool-use reliability moves wall-clock tim…
A developer running five local LLMs on a 48GB M4 Pro Mac mini built a 200-line Python router to swap models because macOS's Metal cap of 37.44GB and oMLX's 90% prefill guard left only about 33GB usabl…
A developer who spent days rooting an Amazon Fire HD 10 11th gen tablet documented the process, revealing two apparently novel vulnerabilities: a root service called time_update that can be abused via…
A new open-source project, Expert Sniper, pools ordinary Macs into a network that runs Mixture-of-Experts (MoE) models none of them could run alone, achieving 4.0 tok/s on a 16 GB M4 mini running Qwen…
Researchers developed a memory-efficient, single-GPU training and inference architecture for autoformalizing natural language mathematics into Lean 4 statement code, using the Qwen3-Coder-30B-A3B spar…
AutoThinkSQL, a framework integrating an auto-thinking mechanism into Supervised Fine-Tuning and Direct Preference Optimization for Text-to-SQL, enables dynamic bypassing of reasoning for simple queri…
Local Motion, a new tool for VS Code and Cursor, lets developers run local coding agents with local LLMs on macOS, managing model loading and memory automatically. The tool selects compatible models, …