Rules
Principles for how the site fetches, filters and analyzes content. Values shown are the live configuration.
Fetch
Sources, window and limits
Schedule
Fetch schedule
Daily 06:00 Beijing time, and on every push to mainSame-day reruns
Reuse finished sectionsLimits
hours_window
36 htotal_limit
15per_source_limit
4deep_limit
8deep_per_source_limit
2Lab trackers
TrackersAliases are matched against stored headlines: English on word boundaries, Chinese as substrings
3, configured in scripts/trackers.yamlFetch principles
Store link + short summary only
Always onA failed section never blocks the others; errors are logged with the source name
Always onSources
| Source | Section | Website | Category | Access | Max items | AI filter |
|---|---|---|---|---|---|---|
| TechCrunch AI | AI & Tech | techcrunch.com · RSS | AI news | RSS | 10 | No |
| The Verge AI | AI & Tech | theverge.com · RSS | AI news | RSS | 10 | No |
| VentureBeat AI | AI & Tech | venturebeat.com · RSS | AI news | RSS | 8 | No |
| Hacker News Frontpage | AI & Tech | news.ycombinator.com · RSS | AI news | RSS | 20 | Yes |
| Hacker News Best | AI & Tech | news.ycombinator.com · RSS | Community picks | RSS | 15 | No |
| Reddit r/singularity Top | AI & Tech | reddit.com · RSS | Community picks | RSS | 10 | No |
| Reddit r/OpenAI Top | AI & Tech | reddit.com · RSS | Community picks | RSS | 8 | No |
| Reddit r/LocalLLaMA Top | AI & Tech | reddit.com · RSS | Community picks | RSS | 8 | No |
| MIT Technology Review AI | AI & Tech | technologyreview.com · RSS | AI news | RSS | 6 | No |
| BBC World | World | bbc.com · RSS | World news | RSS | 10 | No |
| The Guardian World | World | theguardian.com · RSS | World news | RSS | 10 | No |
| Reuters World (via Google News) | World | reuters.com · RSS | World news | RSS | 8 | No |
| The Economist Latest | Deep reads | economist.com · RSS | The Economist | RSS | 8 | No |
| The Economist Science & Tech | Deep reads | economist.com · RSS | The Economist | RSS | 6 | No |
| The Guardian Long Read | Deep reads | theguardian.com · RSS | Long reads | RSS | 6 | No |
| Scientific American | Deep reads | scientificamerican.com · RSS | Scientific American | RSS | 8 | No |
| The Atlantic | Deep reads | theatlantic.com · RSS | The Atlantic | RSS | 8 | No |
| Yicai | Finance | yicai.com · RSS | Markets news | RSS | 8 | No |
| Caixin | Finance | caixin.com · RSS | Markets news | RSS | 8 | No |
| Wallstreetcn | Finance | wallstreetcn.com · RSS | Markets news | RSS | 8 | No |
| Jiemian | Finance | jiemian.com · RSS | Markets news | RSS | 6 | No |
| CNBC Markets | Finance | cnbc.com · RSS | Markets news | RSS | 6 | No |
| WSJ Markets | Finance | wsj.com · RSS | Markets news | RSS | 6 | No |
| Broker research | Finance | news.google.com · RSS | Research notes | RSS | 6 | No |
| Eastmoney | Finance | quote.eastmoney.com | Market quotes | API | — | No |
| Jin10 / Forex Factory | Finance | jin10.com | Macro & policy | API | — | No |
| CNINFO | Finance | cninfo.com.cn | Filings & research | API | — | No |
| Show HN | Ideas | hn.algolia.com | Show HN posts | API | 30 | No |
| GitHub | Ideas | api.github.com | New repositories | API | 30 | No |
| V2EX | Ideas | v2ex.com | Shared creations | API | 30 | No |
| Hackaday | Ideas | hackaday.com · RSS | Hardware hacks | RSS | 30 | No |
| SSPAI | Ideas | sspai.com · RSS | Tools & methods | RSS | 30 | No |
Filter
Keywords and dedupe
AI keyword filter
KeywordsApplies to feeds with ai_filter: true
AIA.I.artificial intelligencemachine learningdeep learningneuralLLMGPTOpenAIAnthropicClaudeGeminiDeepSeekLlamaMistraltransformerdiffusion modelAGIchatbotcopilot
Dedupe
Seen-link fingerprints
Kept about 30 daysSame story
For duplicate reports of the same event, select only the most authoritative report.Merged reportsOther same-day reports of the story join the event; English and Chinese reports are compared with the event's English and Chinese text. No model is used.
Title + summary TF-IDF similarity ≥ 0.25Analyze
Scoring, trends and forecasts
Content analysis
Model
deepseek-v4-flashImportance bands
- 9-10
- Major global events (major AI model/product releases such as new GPT, Kimi or DeepSeek versions, major geopolitical events, important international conferences such as WAIC, acquisitions or policies that reshape an industry)
- 7-8
- Industry news with broad impact, major policies in important countries, significant moves by well-known companies, highly discussed community stories
- 5-6
- General industry news and regional events
- 1-4
- Minor updates, marketing articles, pure opinion commentary and local news with limited impact
Ranking rules
- 1
- Community picks (top Hacker News stories and the day's hottest Reddit AI posts) reflect what the tech community is sharing: popular stories (for example HN 500+ points) about major topics deserve significantly higher scores; memes, spam and unrelated entertainment still receive low scores.
- 2
- For duplicate reports of the same event, select only the most authoritative report.
- 3
- Prioritize importance without forcing equal numbers in each category.
Highlight threshold
≥ 9Trends
Rising signals
Trends: z ≥ 2; home: top 5 with z > 0Baseline
30 days, minimum 7 daysTopics
Foundation modelsChips & computeAI apps & businessOpen sourceFunding & M&APolicy, safety & regulation
Idea categories
Daily new ideas per type, once 8 days of history existWhy it is rising
One or two model-written sentences grounded only in the related headlines; hidden without a modelIdea scoring
Signal weightsEach signal becomes a percentile within its source over 30 days, then a weighted mean; sources without signals score 50
- ×1.0
- Money & backers
- ×0.8
- Saves & stars
- ×0.6
- Upvotes
- ×0.4
- Comments
Time decay
Half-life 7 daysCross-site boost
+3 for each extra siteModel labels
Type, why it is clever, who it is for, effort; non-ideas are droppedForecasts
Rule model
rules-v1 · 4 horizonsResolution
Resolved by the sign of cross-asset market momentum on the target dateMarket questionsProbability from 20-day volatility and average move (half weight), capped to 5%–95%; no model
market-v1 · one per asset per week and per monthQuestion resolutionPrice levels are not compared because sources quote them differently; repeated holiday values are skipped
Daily % changes compounded to the first trading day on or after the deadlineBaseline
Share of up days over the same period (not a prediction market)Direction calls carry no probabilities
Always onPublish
Static site and boundaries
Website
Publishing
Static site on GitHub Pages · Chinese + EnglishPublishing principles
Not financial advice
Always onNo automated trading
Always onAPI key lives in GitHub Actions secrets and is never committed
Always onForecast records are never overwritten; results are appended
Always on