A developer resolved CUDA out-of-memory crashes running Qwen2.5-Coder-32B on a 24GB RTX 3090 by capping the context window at 8k tokens instead of 32k via a custom Ollama Modelfile, cutting latency fr…
A developer reports that running Qwen2.5-Coder-32B via Ollama in VS Code caused 2-3 second latency, fixed by switching to the q4_K_M quantized version and setting num_ctx to 16384, improving response …
A developer's guide to setting up Qwen2.5-Coder locally recommends using the Q4_K_M GGUF quantization to run the 32B model on 16GB machines, reducing RAM requirements from 64GB+ to 20GB with minimal i…
A researcher at Alignment of Complex Systems showed that a 32B open-source model, Qwen2.5-Coder-32B, can subtly introspect when external concepts are injected into its activations, despite appearing u…
Thinking Machines' Inkling, a 975B total / 41B active MoE model with Apache 2.0 license and 1M context, is being trialed via a bash wrapper alias 'claude-inkling' that bridges Anthropic's CLI to the O…
Odysseus, an open-source browser-based AI workspace with over 84k GitHub stars, can run on hardware ranging from a free laptop with an API key to a dedicated GPU workstation costing $17k–$23k, accordi…