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MCP 还没做完，又要 CLI 了 — The Token-Budget Debate Behind AI Agent Interfaces
MCP 还没做完，又要 CLI 了Based on a Xiaohongshu post from 爱吉尼亚羊 titled "MCP 还没做完，又要 CLI 了" — "MCP isn't finished yet, and now it's CLI." The author opens with a line that sets t... -
AReaL — Asynchronous RL Infrastructure for LLM Agents
AReaL — Asynchronous RL Infrastructure for LLM AgentsRepo: inclusionAI/AReaL — Tsinghua IIIS + Ant Group. Paper (arXiv 2505.24298). AReaL is an RL training system aimed at two things the field has ... -
QED — A Multi-Agent Math Proof Pipeline Built on CLI Subprocesses
QED — A Multi-Agent Math Proof PipelineRepo: proofQED/QED — Chenyang An, Qihao Ye, Minghao Pan. QED is a pipeline that takes a LaTeX math problem and produces a rigorous natural-language proof. Wha... -
From Wire Format to Design Philosophy — Why Claude Code Skills Look The Way They Do
From Wire Format to Design PhilosophyA follow-up to How Claude Code Skills Work Under the Hood. Recap — What the Packet Capture Told UsThe previous post was a wire-level reverse-engineering exercis... -
How Claude Code Skills Work Under the Hood
抓包 Claude Code —— Skill 的实现原理Source: Xiaohongshu post by 程序员小山与Bug Core question: How are Claude Code Skills actually implemented under the hood? "Skill 怎么实现的?" — The author's verdi... -
Test Time LLMs
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debug on gpu node
Debugging on a Specialized GPU Node with VS CodeIn this post, we’ll explore how to connect to a GPU node on a cluster server via SSH in Visual Studio Code (VS Code) and debug a Python file in that ... -
check GPU on an integrated server
Using nvidia-smi on Integrated ServersWhen logged into an integrated server and attempting to use the nvidia-smi command directly in the command line, you might encounter the following error: “bash... -
Access to Internal Server From Jump Server
Using a Jump Server for Internal Network AccessIn scenarios where direct access to internal network resources is restricted due to security policies, a jump server (also known as a bastion host) ac... -
summer notes2
Learning Notebook on Hugging Face and TOFUThis notebook is used to explore the functionalities of Hugging Face, a leading platform for natural language processing (NLP), and TOFU, a framework focus...
