Tech News Aggregation

Use Cases

• Generate daily tech news summaries
• Need multi-source aggregation + Chinese summaries
• Need Markdown reports with images

Prerequisites

• Python 3.8+ (

  python3

  )
• Translation API:

  MINIMAX_API_KEY

  or

  OPENAI_API_KEY

  (Minimax defaults to

  MiniMax-M2.1-lightning

  )
• Image upload (optional):

  ~/.r2-upload.yml

  or

  R2_UPLOAD_CONFIG

• Network access to news sources and images
• Optional performance parameters:

  FETCH_WORKERS

  (default 4),

  TRANSLATE_WORKERS

  (default 3)

Recommended Workflow

1. Confirm date, sources, count, whether images are needed, and output path.
2. Run

   python3 scripts/generate.py ...

   .
3. Review title translations, summary quality, duplicates, and image links.
4. If image processing fails, regenerate with

   --no-images

   or use

   scripts/process_images.py

   to add missing images.

Quick Start

python3 scripts/generate.py --date $(date +%F) --save ./news.md

Common Parameters

• --sources <list>

  : Specify news sources (default: hackernews reddit-programming github-trending devto lobsters paperswithcode huggingface arxiv-ai)

• --count <n>

  : Number of items to scrape per source (default: 15)

• --limit <n>

  : Final curated count (default: 10)

• --max-images <n>

  : Maximum number of images to process (default: 10)

• --no-images

  : Disable image processing

• --output-only

  : Output only Markdown

Classification Rules

• AI & Machine Learning: ai, llm, gpt, claude, model
• Development Tools & Open Source: rust, python, github, framework
• Infrastructure & Cloud Native: cloud, aws, kubernetes, docker
• Product & Design: product, design, ui, startup
• Interesting News & Opinions: Others

Output Format

# 📰 YYYY-MM-DD 科技早报

> 📊 **今日导读**
> 精选 10 条科技新闻
> 来源：Hacker News(4) | GitHub Trending(3) | Lobsters(3)

---

## 📋 文章速览

**AI与机器学习**：3 篇
1. 文章标题一
2. 文章标题二
...

---

## AI 与机器学习

### 1. 文章中文标题

📰 **Hacker News**

<img src="https://r2.example.com/image.jpg" width="100%">

**摘要**：中文摘要内容...

**核心要点**：
• 要点一
• 要点二
• 要点三

🔗 [阅读原文](https://example.com)

---

references/EXAMPLES.md

References

• references/WORKFLOW.md

• references/SOURCES.md

• references/EXAMPLES.md