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#Recursion 26转达成。2025.04.01-2026.02.21，历时325天。 由于奇偶性错误在蓝色多停留了3周，但是50M转的好处是可以提前打出回圈技能并开始4hCD。在还有50分钟的时候卡到了剩2000AP（其实本来想留3000但是手一抖超了遂退到2000防守，这要能过3个po我认了），无惊无险。 根据基本法，特工XJL310在本轮递归中以启蒙军形态出现。 “暌违已久的绿色AP看着真鲜亮啊。”

#Recursion 25转达成。2024.8.22-2025.04.01，历时222天。 根据基本法，特工XJL310在本轮递归中以抵抗军形态出现。

#Recursion 24转达成。2024.5.7-2024.8.22，历时107天。 根据基本法，特工XJL310在本轮递归中以启蒙军形态出现。

#Recursion 23转达成。2024.1.8-2024.5.7。 特工XJL310历时7年零2日擢升AP Billionaire。 根据基本法，特工XJL310在本轮递归中以启蒙军形态出现。

#Recursion 22转达成。2023.8.9-2024.1.8。根据基本法，特工XJL310在本轮递归中以启蒙军形态出现。 “你知道在4个小时里过了6个po和5张图片是什么感觉吗？！”

#Recursion 年度第3个单日1.2MAP后，21转达成。2022.09.29-2023.8.9。特工XJL310在本轮递归中以启蒙军形态出现。 转生太多以至于懒得截图。 以及不得不说四个小时的贤者(闲着)时间是写论文效率最高的时候。

#python DFlash is a lightweight block diffusion model that speeds up large language models like Qwen3.5 and Llama through speculative decoding, generating draft tokens in parallel for over 6x faster inference with no quality loss—up to 2.5x better than top methods. It supports easy integration with vLLM, SGLang, Transformers, or MLX via simple installs and commands, with ready models on Hugging Face. You benefit by running quicker AI generation on your hardware, boosting throughput to ~430 tokens/second and GPU use over 90% for efficient tasks like math or coding. https://github.com/z-lab/dflash

#python PersonaPlex is a real-time speech model for natural, low-latency conversations. Control its voice with audio prompts and role via simple text—like a friendly teacher, customer service rep, or casual chat partner—with natural male/female voices. Install easily, launch a web demo server, and test offline. You benefit by creating personalized AI interactions for apps, role-play, or fun talks, with quick setup and low GPU needs via CPU offload. https://github.com/NVIDIA/personaplex

#python AI Scientist-v2 is an autonomous AI system that generates research ideas, runs experiments, analyzes data, and writes full scientific papers using agentic tree search—no human templates needed. It produced the first entirely AI-written paper accepted via peer review at an ICLR workshop. You benefit by quickly exploring ML topics, automating discovery to save time and costs (about $20 per run on Linux with GPU), and scaling your research productivity for faster breakthroughs. Install via conda, set API keys, ideate with a Markdown file, then launch experiments. Run in a safe sandbox due to code risks. https://github.com/SakanaAI/AI-Scientist-v2

#python Dimensional OS (DimOS) is a simple Python-based operating system for robots like quadrupeds, humanoids, drones, and arms from Unitree, Xarm, and more—no ROS needed. Install easily with one command, run simulations or real hardware, and use natural language like "explore the room" for agent control with navigation, perception, spatial memory, and multi-agent systems. You benefit by quickly building and testing advanced robot apps locally, saving time and enabling seamless hardware integration without complex setups. https://github.com/dimensionalOS/dimos

#python OpenRAG is an intelligent document search platform that combines three powerful open-source tools—Docling, OpenSearch, and Langflow—to transform your documents into an AI-powered knowledge system. You upload files of any format (PDFs, Word documents, images, audio), and the system intelligently parses and indexes them for semantic search. Then you chat with your documents through a simple interface, getting accurate answers backed by relevant sources. The benefit is that you get enterprise-grade document retrieval and AI conversations ready to use immediately, without building complex systems from scratch, while maintaining full control over how documents are processed and searched. https://github.com/langflow-ai/openrag

#python Webnovel Writer is a free Claude Code plugin for creating long web novels. It reduces AI forgetting and errors with smart RAG tools, letting you init projects (/webnovel-init), plan plots (/webnovel-plan), write chapters (/webnovel-write), review (1-5), and view dashboards. Install via marketplace, add Python deps, set API keys, and use commands easily. Benefits: Saves time on consistent long stories, boosts creativity for serials, and tracks progress without manual fixes—perfect for steady novel output. https://github.com/lingfengQAQ/webnovel-writer