它以 4–15 倍于同类编解码器（Mimi、SNAC、MioCodec）的低帧率运行，却在所有测试指标（SI-SDR、PESQ、STOI）上超过 SNAC，并且通过 STFT/ISTFT 直接保留相位，无需学习声码器。
Inference for the STFT-VAE continuous audio codec (24kHz, 3.125Hz latent)
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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.
mimic captures traffic from any iOS or web app and automatically generates a Python client library that lets you call the app's API like a regular library.
