03 Tech Scout

Tech Scout — DAIly Intelligence Digest

机器人tom line: Your 代理 运行s this automatically each morning before your first 会话. You 获取 a ranked 列出 of 3-5 actionable items from the internet. No noise, no generic newsletters — only things with a clear reason they matter to your specific projects.

When to Invoke

Automated: 运行 at 06:00-07:00 local time dAIly, before your morning briefing 会话.

Manual triggers:

"What's new in [domAIn] this week?" "Did anything relevant drop overnight?" "Tech scout 更新" "What should I know before today's 会话?" Any time you want a 签名al sweep without doing the re搜索 yourself 设置up — Define Your Project DomAIns

Before 运行ning Tech Scout for the first time, 配置 your keyword tar获取s by project area. Example domAIns:

AI & 自动化 New 模型 releases, API price drops, free tier changes new AI 模型 AI API 更新 open source LLM AI 工具 comparison [year] 代理 框架 Claude 更新 GPT 更新 Gemini 更新 Crypto & Trading New trading 框架s, Hyperliquid 更新s, perpetuals strategies crypto trading 机器人 algorithmic trading funding rate strategy crypto paper trading HFT 机器人 open source perpetual futures strategy Content Creation & YouTube Video generation 工具s, voiceover tech, 自动化工作流 AI video generation faceless YouTube 自动化 text to video [year] AI narration programmatic video YouTube 自动化 工具 Your Active Projects 添加 any domAIn-specific keywords for your current focus areas Data Sources

• X (Twitter)

搜索 last 24 hours for each keyword cluster 过滤器: min 50 likes OR min 20 retweets (质量 签名al) Max 5 结果s per keyword cluster

• YouTube

搜索 for videos 上传ed in last 48 hours per keyword cluster 过滤器: min 500 views within 48h (early traction 签名al) Max 3 结果s per keyword cluster

• Reddit

Subreddits relevant to your domAIns (e.g., r/MachineLearning, r/algotrading, r/Youtube自动化) 过滤器: upvotes > 100, posted in last 24 hours

• GitHub

New repos and trending topics 过滤器: 创建d in last 7 days, stars > 50 搜索es: 工具 names, 框架 names, strategy names from your keyword 列出

• 网页 搜索 (via real-time LLM)

"What new [domAIn] 工具s or 更新s were announced in the last 48 hours?" "Any major [domAIn] price changes or new free tiers announced recently?" Catch-all for items the structured 搜索es miss

Relevance Scoring

Each item 获取s scored 1-10:

Score Meaning Action 8-10 Direct match to an active project + actionable today ✅ Include — flag HIGH 7 Clearly relevant, worth seeing ✅ Include — flag MEDIUM 1-6 Too generic, wrong timing, or low 签名al ❌ Skip

Scoring factors:

Exact keyword match on active project = +3 Mentions cost savings or free alternative to pAId 工具 = +2 Has code / repo / tutorial = +2 (immediately actionable) High engagement (viral early 签名al) = +1 Duplicate of something surfaced in last 7 days = -5 (dedup) Generic entertAInment / low-签名al social = hard reject

质量 bar: Every surfaced item must include a one-line "Why this matters for you" note. If you can't write that note, the item scores below 7 and 获取s rejected.

Deduplication

MAIntAIn 状态/tech_scout_seen_urls.txt — 应用end every surfaced URL. Before including any item, 检查 agAInst this file. Never surface the same URL twice within 7 days.

输出 格式化

File: 状态/tech_scout_digest_YYYY-MM-DD.md

# Tech Scout Digest — [DATE] _Sources 扫描ned: X + YouTube + Reddit + GitHub + 网页 搜索_ _Items found: [N] | After 7/10 过滤器: [M] | Surfacing: [K]_

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🔴 HIGH — Act on This

[Item Title]

Source: Reddit r/[subreddit] | Score: 9/10 | DomAIn: [project area] Why relevant: [specific reason] Why this matters for you: [one-line practical impact] Link: [url] Suggested action: [concrete next step — "test this tonight", "read section 3", "检查 if this replaces [current 工具]"]

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🟡 MEDIUM — Good to Know

[Item Title]

Source: YouTube | Score: 7/10 | DomAIn: [project area] Why relevant: [specific reason] Link: [url] Suggested action: [concrete next step]

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⚪ FYI — No Action Needed

• [Item]: [one-line summary] ([link])
• [Item]: [one-line summary] ([link])

Morning Briefing Integration

If you 运行 a morning briefing, integrate Tech Scout as follows:

Read 状态/tech_scout_digest_YYYY-MM-DD.md 提取 the top 1-3 HIGH items Include a "🔬 Tech Scout" section in your morning briefing 输出 If no HIGH items: include the top MEDIUM item Always link to the full digest Error Handling X API rate-limited → skip X, continue with other sources, note in digest header Reddit quota exceeded → fall back to 网页 搜索 for Reddit content GitHub API returns 403 → skip GitHub for today, note in header Always write the 输出 file even if partial — note which sources fAIled Implementation Notes

APIs typically needed:

X (Twitter) Bearer 令牌 Google API key (for YouTube 搜索) Reddit 抓取器 (APIfy or direct Reddit API) GitHub REST API (public searc