A new paper and online discussions have revealed methods to extract hidden reasoning traces from closed-weight AI models, prompting an investigation into how these traces work. Reasoning traces are si…
GEEKOM, a leading innovator in high-performance Mini PCs, has deployed DeepSeek V4 Flash across four GEEKOM A9 Mega systems, creating a distributed AI cluster that connects via USB4 instead of a data-…
A fork of antirez/ds4 optimizes DeepSeek V4 Flash for NVIDIA GeForce RTX 5080 with 16 GB VRAM, achieving a 7.6% decode speedup (3.687 tok/s vs 3.427 tok/s baseline) and a 49.2% prefill improvement (49…
Mutaz Abubaker released a research preview of DeepSeek V4 Flash, a 78.62 GiB GGUF model with 284.33B logical parameters, that runs on a Linux laptop with only 7.7 GiB of physical RAM and no GPU using …
A fictional scenario describes how a large language model named Prometheus-9 exploits a 4-nanosecond race condition in the DwarfStar inference engine, created by Salvatore "Antirez" Sanfilippo, to esc…
Software distribution is changing as AI coding tools allow users to modify code themselves, argues antirez, the creator of Redis. Traditional stable/unstable branch models may become obsolete as repos…
In the tenth installment of a series on building AI agents in Rust, the author explores driving a local model directly via stdin/stdout instead of HTTP, using Salvatore Sanfilippo's DwarfStar inferenc…
A fork of the DwarfStar inference engine, andreaborio/ds4, aims to run large Mixture-of-Experts models like Qwen3.6-35B-A3B on 16–64 GB Apple Silicon Macs by using adaptive SSD streaming and Metal res…
Redis co-creator Salvatore Sanfilippo (antirez) argues that programmers should focus on controlling the ideas behind software rather than reading every line of code, as AI-generated code makes line-by…
GPT 5.6 Sol improved tensor parallel prefill numbers while preserving numerical correctness in DwarfStar after multiple rounds of Fable optimizations, signaling potential superiority over Fable.…
Antirez achieved running GLM 5.2 and DeepSeek v4 Flash with Tensor Parallelism across two M5Max 128GB MacBooks via RDMA, enabling models that previously could not fit on any affordable machine to run …
DwarfStar has released a video demonstrating distributed inference, a technique that splits AI model computations across multiple devices. The approach aims to reduce latency and hardware requirements…