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Local Inference

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Redis creator releases ds4, a local inference engine for frontier open-weight LLMs

Salvatore Sanfilippo, the creator of Redis, has released DwarfStar 4 (ds4), a lightweight C-based inference engine for running large open-weight language models locally on high-memory Mac, CUDA and ROCm hardware. The tool supports models including DeepSeek V4, V4.1 Flash, GLM 5.x and Qwen3.8 Flash Next, covering text and vision, with a local API, CLI and native agent, and is released under the MIT license.

OpenJev lets users test AI decision-making speed directly in the browser

OpenJev is a browser-based experiment that runs a local AI model entirely on a user's own GPU, with no backend or waitlist required. It lets users compare how quickly a model can read probability scores for a set of allowed options versus generating the same distribution token by token, using models like MiniCPM5 2B or the lighter Qwen3 0.6B for smaller devices.

Indie developer builds low-latency AI companion 'Varkos' for Skyrim

A developer created Varkos, an AI-driven companion mod for Skyrim that can fight, loot, fetch items, and carry out multi-step commands in real time using local inference instead of cloud-based LLM calls. The project aims to fix the latency and weak world-interaction problems common in existing AI NPC dialogue systems, while giving Varkos a persistent personality that evolves with shared gameplay experiences.