从「缝隙监控」到「DeFi 自动化」：2026 个人 AI 套利落地实战

Sun, 30 Aug 2026 09:00:00 +0800

📋 本文定位：Part 2 — 轻量级落地指南进阶版

在 Part 1 我们梳理了 AI 时代的套利认知架构与技术拐点。本文作为延续，重点落地如何将认知转化为实操闭环。

🎯 第一层进阶：缝隙监控的自动化

Part 1 提到「信息获取优势」，但手动监控仍有成本。Part 2 解决如何自动化：

核心架构：信号采集自动化集群

graph LR
 subgraph Source[信源抓取层]
 RSS[RSS/Atom订阅]
 API[Twitter API / Reddit]
 Web[网页抓取]
 end

 subgraph Process[AI 结构化层]
 Parser[LLM 结构化]
 Translator[多语言翻译]
 Filter[重复过滤]
 end

 subgraph Act[行动输出层]
 Push[Telegram推送]
 Alert[邮件/钉钉告警]
 n8n[自动化触发]
 end

 Source --> Parser --> Translator --> Filter --> Push
 Parser --> n8n

实操：区县政务政策监控自动化

# 架构示例：n8n + DeepSeek
workflow:
 trigger: cron (every 30 min)
 1. scrape: local.gov.cn/search "政策公告"
 2. filter: keyword = [政策, 通知, 公告]
 3. llm: deepseek-v4-pro structure:
 - 主题
 - 部门
 - 影响范围
 - 行动 deadlinE
 4. store: Notion [政府-政策库]
 5. deliver: telegram daily summary

🤖 第二层进阶：DeFi 自动化收益优化 Agent

从「手动优化」跨越到「Agent 自动再平衡」。

个人 AI 套利工具箱开源：2026 实战模板与操作指南

Sun, 30 Aug 2026 10:00:00 +0800

Part 3: From Theory to Practice - The Toolkit

In Part 1 we defined the cognitive architecture, and in Part 2 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.

Repository Structure

ai-arbitrage-toolkit/
├── README.md # Project entry & quick start
├── n8n_templates/ # Visual workflow templates
│ ├── gov_monitor.json # County gov policy monitoring
│ ├── sentiment_scanner.json # Reddit/Twitter sentiment collection
│ └── arbitrage_scanner.json # Funding rate / cross-exchange arbitrage
├── agent_prompts/ # Standardized Agent Prompt library
│ ├── analyst_prompt.md # Analyst Agent: signal extraction
│ ├── executor_prompt.md # Executor Agent: on-chain operations
│ ├── risk_manager_prompt.md # Risk Manager: circuit breaker
│ └── coordinator_prompt.md # Coordinator Agent: multi-agent collaboration
├── monitoring_dashboard/ # Personal ops dashboard
│ ├── daily_summary.py # Daily auto summary script
│ └── weekly_report.py # Weekly report generator
├── risk_parameters.json # Configurable risk parameters
└── README_DEPLOY.md # Deployment guide

DeFi on NFY