Tinker和你一起学AI Agent (@18039942116) on Xiaohongshu (RED)

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Tinker和你一起学AI Agent is a creator on Xiaohongshu (RED) in the 3K–4K follower range, publishing for AI Agent developers, primarily frontline engineers and technical practitioners building and optimizing agent applications, based in China. Profile last checked 2026-07-25.

Observed facts (from the public profile):

Profile bio

RED ID: 18039942116

What this creator posts about, and who reads it (AI-inferred)

Recurring topics: AI Agent long tasks and state management, Coding, UI, and chart agent practices, Model efficiency, VRAM, and attention optimization, Agent memory, skills, and MCP, Security evaluation and closed-loop systems

Audience: AI Agent developers, primarily frontline engineers and technical practitioners building and optimizing agent applications

Provenance: inferred by AI from public content, not stated by the creator — confidence 0.75 · read from 44 recent posts · updated 78 days ago.

Audience read from this creator’s own recent posts, not from platform-declared categories. It is our reading, and it can be wrong.

Recent content samples (what the inference above was drawn from)

复现MIT学生用NotebookLM 48小时过线性代数

MIT的线性代数18.06，全网公认最难啃的公开课之一。30多节课，全英文，光看完就要几十个小时——看完还不算学会。 但我发现了一个方法，能把整门课变成一个可对话、可测验、可复习的AI知识库。 🔧

shareAI-lab开源的learn-claude-code，GitHub 30.5K Stars，用12节Python课从零拆解Claude Code的核心架构。不是教你用Claude Code，

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• /kol/xiaohongshu/18039942116.json
• /kol/xiaohongshu/18039942116.md

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