Core Value
Information Gap Advantage: Knowing early = Acting early = Profiting early
Data Sources
| Data Source | Access Method | Configuration Required | Signal Strength |
|---|---|---|---|
| Hacker News | scan.py Built-in (Algolia API) |
No (free) | ⭐⭐⭐⭐ |
| V2EX | scan.py Built-in (official trending API) |
No (free) | ⭐⭐⭐ |
| 36kr / Huxiu / SSPAI, etc. | scan.py RSS source (config.rss) |
No (just fill in the RSS address) | ⭐⭐⭐ |
| X/Twitter | Agent web search / X API | Requires X API Key | ⭐⭐⭐⭐⭐ |
| Jike | Agent web search | Requires search capability | ⭐⭐⭐⭐ |
scan.pyUsing only the Python standard library, you can run HN + V2EX + any RSS source with zero dependencies and no API Key. X/Jike do not have a stable public interface, so the Agent supplements them using web search capability (see Phase 1).
Keyword Matrix
User Interest Areas
AI/Agent:
- "AI agent" OR "AI 工具" OR "LLM" OR "大模型"
- "Claude" OR "GPT" OR "Gemini" OR "DeepSeek"
- "MCP" OR "tool use" OR "function calling"
半导体:
- "半导体" OR "芯片" OR "chip" OR "semiconductor"
- "台积电" OR "TSMC" OR "英伟达" OR "NVIDIA"
航天:
- "航天" OR "火箭" OR "卫星" OR "SpaceX"
- "星链" OR "Starlink"
新能源:
- "新能源" OR "电动车" OR "电池"
- "特斯拉" OR "Tesla" OR "比亚迪"
游戏:
- "游戏" OR "Steam" OR "Switch" OR "PS5"
- "米哈游" OR "原神" OR "黑神话"
跨境电商:
- "跨境电商" OR "TikTok Shop" OR "SHEIN"
- "独立站" OR "DTC"
创业/投资:
- "创业" OR "融资" OR "投资"
- "YC" OR "a16z" OR "红杉"
Workflow
Phase 1: Multi-Source Scanning
① Script scanning (HN + V2EX + RSS, free, can be cron'd)
# 用内置关键词矩阵扫最近 24 小时,输出简报到文件
python3 scripts/scan.py --hours 24 --output 简报-$(date +%F).md
# 自定义关键词 / 追加 RSS 源(36kr、虎嗅、少数派等)
python3 scripts/scan.py --config keywords.json --hours 24
keywords.json Example:
{
"keywords": {
"AI/Agent": ["AI agent", "LLM", "Claude", "MCP"],
"半导体": ["半导体", "NVIDIA", "TSMC"]
},
"high_signal": ["融资", "发布", "launch", "raise"],
"rss": ["https://www.36kr.com/feed", "https://sspai.com/feed"]
}
② Agent web supplementation (X / Jike, requires search capability)
For real-time social signals that scripts cannot cover, the Agent supplements them using web search, then merges them into the briefing:
搜索 X/Twitter:"AI agent OR LLM OR 大模型" 最近 24 小时高互动内容
搜索即刻:"AI OR Agent OR 创业" 高质量讨论
Phase 2: Signal Filtering
Filtering Rules:
- Deduplication: Keep only the highest-quality source for the same event
- Timeliness: Keep only content within 24 hours
- Signal Strength:
- 🔴 High signal: financing, launches, policy changes, major partnerships
- 🟡 Medium signal: product updates, industry discussions, clash of viewpoints
- 🟢 Low signal: routine updates, duplicate information
Phase 3: Trend Detection
Detection Dimensions:
- Sudden Trend: A topic suddenly appears in large volume
- Sustained Trend: A topic appears frequently for more than a week
- Emerging Trend: A new concept/new tool appears for the first time
Phase 4: Generate Intelligence Briefing
Output Format:
# 📡 行业情报简报 - YYYY-MM-DD
## 🔴 高信号(必须关注)
### 1. [事件标题]
- **来源**:X/Twitter @xxx
- **时间**:2 小时前
- **摘要**:一句话概括
- **影响**:对我/行业的影响
- **行动建议**:是否需要立即响应
## 🟡 中信号(值得了解)
### 2. [事件标题]
- **来源**:即刻 @xxx
- **摘要**:一句话概括
- **关联**:与我关注的 XX 领域相关
## 📈 趋势观察
### [趋势名称]
- **热度**:⬆️ 上升 / ⬇️ 下降 / ➡️ 平稳
- **持续时间**:X 天
- **相关讨论**:[链接1] [链接2]
## 💡 机会洞察
基于今日情报,发现以下潜在机会:
1. [机会1]
2. [机会2]
## 📊 数据统计
- 扫描源:5 个
- 原始条目:150+
- 筛选后:25 条
- 高信号:3 条
Cron Configuration
# 每日早报(工作日 8:30)
schedule: "30 8 * * 1-5"
deliver: feishu
# 可选:午间快报(12:00)
schedule: "0 12 * * 1-5"
deliver: feishu
Output Targets
- Feishu Group: Daily intelligence push
- Knowledge Base: Store high-value intelligence in
wiki/📡 外部输入/情报/ - Topic Library: Good topics discovered automatically enter the topic pool
Anti-Patterns
- ❌ Do not pursue full coverage; signal > quantity
- ❌ Do not just translate; have your own judgment
- ❌ Do not ignore Chinese communities (Jike, V2EX)
- ✅ Each piece of intelligence must have a conclusion on "what use is it to me"
- ✅ Prioritize exclusive/first-hand information sources