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Source channel @githubtrending · Post #15459 · Feb 1

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#rust#git#git_hooks#pre_commit prek is a faster, dependency-free alternative to pre-commit, built in Rust. You download a single binary with no runtime requirements, and it automatically manages Python versions and virtual environments for you. It runs multiple times faster than pre-commit while using half the disk space, shares toolchains between hooks, and supports parallel execution. prek is fully compatible with existing pre-commit configurations, includes built-in support for monorepos, and offers improved commands like running hooks on specific directories or last commits. Major projects like CPython, Apache Airflow, and FastAPI already use it, making it a reliable choice for streamlining your code quality checks. https://github.com/j178/prek

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Machinelearning

@ai_machinelearning_big_data · Post #8255 · 08/12/2025, 02:32 PM

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🚀Jan-v1: локальная 4B-модель для веба — опенсорсная альтернатива Perplexity Pro 📌Что умеет - SimpleQA: 91% точности, чуть выше Perplexity Pro — и всё это полностью локально. - Сценарии: быстрый веб-поиск и глубокое исследование (Deep Research). Из чего сделана - Базируется на Qwen3-4B-Thinking (контекст до 256k), дообучена в Jan на рассуждение и работу с инструментами. Где запускать - Jan, llama.cpp или vLLM. Как включить поиск в Jan - Settings → Experimental Features → On - Settings → MCP Servers → включите поисковый MCP (например, Serper) Модели - Jan-v1-4B: https://huggingface.co/janhq/Jan-v1-4B - Jan-v1-4B-GGUF: https://huggingface.co/janhq/Jan-v1-4B-GGUF @ai_machinelearning_big_data #ai#ml#local#Qwen#Jan

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