A developer used AI agents Gemma 4 12B and Qwen 3.6 35B to rewrite Rust code without doc-comments, but found direct rewriting unreliable. Instead, the developer had Qwen 3.6 generate a Python script t…
A developer is using llama-cpp's tool-calling feature to let large language models execute system commands such as reading files and editing code, comparing the approach to bash scripting but easier t…
A developer reports that speculative decoding techniques MTP, EAGLE-3, and DFlash can significantly speed up local inference of large language models in llama-cpp. Testing on an NVidia 3060 RTX 12 GB …
Z-Lab's DFlash technique uses diffusion models to accelerate LLM token generation through speculative decoding, achieving up to 123 tokens per second for code generation in tests with Qwen 3 8B on lla…