vLLM-MLX: Blazing Fast LLM Inference on Apple Silicon!
Analysis
Key Takeaways
“Llama-3.2-1B-4bit → 464 tok/s”
“Llama-3.2-1B-4bit → 464 tok/s”
“This, Claude Code で作ったスキルがそのまま VS Code Copilot で動きます.”
“I’m now achieving 30x real-time speeds on an i7-12700KF. To put that in perspective: it processes one minute of audio in just 2 seconds.”
“The models are fully compatible with the LightX2V lightweight video/image generation inference framework.”
“Apple's technical advisor stated that the official launch hasn't happened yet and will be announced on the official website. The advisor also indicated that the AI will be compatible with iPhone 15 Pro and newer models due to hardware requirements. The article warns against using third-party software to bypass restrictions, citing potential security risks.”
“The problem: Every new Codex session starts fresh. You end up re-explaining your codebase, conventions, and architectural decisions over and over.”
“The article mentions the use of LM Studio and the OpenAI compatible API. It also highlights the condition of having two or more models loaded in LM Studio, or zero.”
“The paper proposes a Bidirectional Continuous Compatible Representation (Bi-C2R) framework to continuously update the gallery features extracted by the old model to perform efficient L-ReID in a compatible manner.”
“We show that such structures are in general non-proper.”
“FlowBlending achieves up to 1.65x faster inference with 57.35% fewer FLOPs, while maintaining the visual fidelity, temporal coherence, and semantic alignment of the large models.”
“The paper introduces skein-type identities expressing cluster variables associated with incompatible curves on a surface in terms of cluster variables corresponding to compatible arcs.”
“Latent autoregression induces latent trajectories that are significantly more compatible with the Gaussian-process prior and exhibit greater long-horizon stability.”
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“A significant portion of the low-energy viable region is incompatible with the vacuum stability conditions once the renormalization group effects are taken into account.”
“Responses to different perturbation types are dynamically incompatible when they occur in separate experiments... On the other hand, if both perturbation types are presented at random during the same experiment then the responses are compatible with each other and can be construed as produced by a unique underlying mechanism.”
“The evaluation results show that after applying parallelization with the proposed framework, all patterns show a reduction in execution time, confirming the effectiveness of parallelization.”
“The paper estimates the current value of the Hubble parameter as $H_0 = 66.945 \pm 1.094$ using the latest datasets, which is compatible with observations.”
“The Rashomon phenomenon can be understood as a failure of gluing: local descriptions over different contexts exist, but they do not admit a single global ``all-perspectives-at-once'' description.”
“The company's industrial intelligent computers, which have high real-time performance and strong computing capabilities, are highly compatible with the core needs of the embodied robotics industry.”
“MINISFORUM has released the "DEG2" eGPU dock compatible with Thunderbolt 5. The price is 35,999 yen.”
“Automatically scrapes documentation websites and converts them into organized, categorized reference files with extracted code examples.”
“The code is a messy but works for my needs.”
“Networks of symmetric NdNiO3 junctions exhibit emergent spatial interactions mediated by proton redistribution, while each node simultaneously provides short-term temporal memory, enabling nanoseconds scale operation with an energy cost of 0.2 nJ per input.”
“CoDS significantly outperforms existing semantic communication and traditional digital communication schemes, achieving state-of-the-art perception performance while ensuring compatibility with practical digital V2X systems.”
“ONLYOFFICE is an open-source office suite compatible with Microsoft Office.”
“DPAR reduces token count by 1.81x and 2.06x on Imagenet 256 and 384 generation resolution respectively, leading to a reduction of up to 40% FLOPs in training costs. Further, our method exhibits faster convergence and improves FID by up to 27.1% relative to baseline models.”
“By reframing LLMs as knowledge curation engines rather than black-box predictors, this work demonstrates a scalable, interpretable, and workflow-compatible pathway for advancing AI-driven decision support in oncology.”
“adaptive preprocessing reduces per-image inference time by over 50\%”
“kooplearn is a Scikit-Learn Compatible Library of Algorithms for Evolution Operator Learning”
“Custom PC builder Maingear's BYO RAM program is the first in what we expect will be a variety of ways PC manufacturers cope with the memory shortage.”
“kintone's official local MCP server has been announced.”
“The article focuses on the effects of fluoride doping on diopside.”
“"We're adjusting our previously announced timeline to make sure we deliver a seamless transition,"”
“D2M is a Decentralized, Privacy-Preserving, Incentive-Compatible Data Marketplace for Collaborative Learning.”
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“The article mentions the author's background in multimodal AI research and their goal to build a 'minimal yet powerful LLM application'.”
“Together AI adds 40+ image & video models, including Sora 2 and Veo 3, to build end-to-end multimodal apps with unified OpenAI-compatible APIs and transparent pricing.”
“Dedalus simplifies this to just one API endpoint, so what used to take 2 weeks of setup can take 5 minutes.”
“The tool measures first-token latency and output speed. It supports OpenAI-compatible APIs, Claude, and local endpoints. The author is interested in feedback, PRs, and test reports.”
“The technique makes local LLMs reason more efficiently by adaptively allocating computational resources based on query complexity.”
“The goal with BLAST is to ultimately achieve google search level latencies for tasks that currently require a lot of typing and clicking around inside a browser.”
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“No specific quote available from the provided text.”
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“Synaptic is an architecture-free neural network library for Node.js and the browser.”
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