<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>工具 on NFY</title><link>https://ningop.com/categories/%E5%B7%A5%E5%85%B7/</link><description>Recent content in 工具 on NFY</description><generator>Hugo</generator><language>zh</language><lastBuildDate>Sun, 30 Aug 2026 19:22:49 +0800</lastBuildDate><atom:link href="https://ningop.com/categories/%E5%B7%A5%E5%85%B7/index.xml" rel="self" type="application/rss+xml"/><item><title>个人 AI 套利工具箱开源：2026 实战模板与操作指南</title><link>https://ningop.com/posts/2026-08-30-ai-arbitrage-toolkit/</link><pubDate>Sun, 30 Aug 2026 10:00:00 +0800</pubDate><guid>https://ningop.com/posts/2026-08-30-ai-arbitrage-toolkit/</guid><description>&lt;p>&lt;img alt="AI 套利工具箱" loading="lazy" src="https://picsum.photos/seed/ai-arbitrage-toolkit/1200/800">&lt;/p>
&lt;h2 id="part-3-from-theory-to-practice---the-toolkit">Part 3: From Theory to Practice - The Toolkit&lt;/h2>
&lt;p>In &lt;a href="https://ningop.com/posts/2026-08-29-ai-arbitrage-whitepaper-series/">Part 1&lt;/a> we defined the cognitive architecture, and in &lt;a href="https://ningop.com/posts/2026-08-30-ai-arbitrage-lightfall/">Part 2&lt;/a> we outlined the lightweight and DeFi layers. This final part reveals the source code structure, template library, and operational guide for the Personal AI Arbitrage Toolkit.&lt;/p>
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&lt;h2 id="repository-structure">Repository Structure&lt;/h2>
&lt;div class="highlight">&lt;pre tabindex="0" class="chroma">&lt;code class="language-text" data-lang="text">&lt;span class="line">&lt;span class="cl">ai-arbitrage-toolkit/
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">├── README.md # Project entry &amp;amp; quick start
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">├── n8n_templates/ # Visual workflow templates
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">│ ├── gov_monitor.json # County gov policy monitoring
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">│ ├── sentiment_scanner.json # Reddit/Twitter sentiment collection
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">│ └── arbitrage_scanner.json # Funding rate / cross-exchange arbitrage
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">├── agent_prompts/ # Standardized Agent Prompt library
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">│ ├── analyst_prompt.md # Analyst Agent: signal extraction
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">│ ├── executor_prompt.md # Executor Agent: on-chain operations
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">│ ├── risk_manager_prompt.md # Risk Manager: circuit breaker
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">│ └── coordinator_prompt.md # Coordinator Agent: multi-agent collaboration
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">├── monitoring_dashboard/ # Personal ops dashboard
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">│ ├── daily_summary.py # Daily auto summary script
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">│ └── weekly_report.py # Weekly report generator
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">├── risk_parameters.json # Configurable risk parameters
&lt;/span>&lt;/span>&lt;span class="line">&lt;span class="cl">└── README_DEPLOY.md # Deployment guide
&lt;/span>&lt;/span>&lt;/code>&lt;/pre>&lt;/div></description></item></channel></rss>