它结合了屏幕与音频理解能力以及可爱的桌宠界面，核心推理完全在本地完成，保障隐私；同时提供游戏陪伴、网课记录等独特功能，无需联网即可使用。
Windows 本地多模态 AI 桌面桌宠，支持屏幕与音频感知。
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Deltafin is a research project that runs the 2.8-trillion-parameter Mixture-of-Experts model Kimi K3 on a single Apple Silicon Mac (e.g., M1 Max with 64 GB) at about 16 seconds per token, using exact, reproducible inference with local or streaming expert loading.
Harness Engineering is a methodology for improving coding agent outputs by carefully crafting the environment around them—providing curated context, tools, and executable constraints that encode an organization’s nonfunctional requirements and cumulative lessons.
A 28.9 million parameter language model runs on an $8 ESP32-S3 microcontroller entirely on-device, generating simple stories at about 9.5 tokens per second.
