Frontier Knowledge Digest

Daily digest of cutting-edge science, AI, and top journal papers worldwide. Searches 12+ domains including Nature, Science, arXiv, AI news, biomedicine, physics, quantum computing, neuroscience, robotics, and more. Generates structured, rated reports with star ratings and source links. Triggers: "前沿知识简报", "科技新闻", "最新论文", "daily digest", "frontier knowledge", "science news", "AI news today".

Frontier Knowledge Digest (前沿知识简报)

Deliver a curated daily briefing of humanity's latest and most impactful knowledge discoveries — spanning cutting-edge science, AI breakthroughs, and top-tier journal publications.

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When to Use

• "帮我获取今天的前沿知识简报"
• "最近有什么重要的科技/AI新闻？"
• "有什么值得关注的新论文？"
• "每日知识简报" / "daily digest"

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Execution Flow

Step 1: Search Latest Information

Use web search to query across 12+ domains in parallel:

#	Domain	Search Query
1	AI/Tech News	AI news today latest developments machine learning OpenAI DeepMind Anthropic
2	Tech Startups	tech news today startup funding product launch
3	Top Journals	Nature Science Cell journal latest papers this week breakthrough
4	arXiv	arXiv trending papers AI machine learning LLM
5	Biomedicine	medical research breakthrough NEJM Lancet latest
6	Physics/Astronomy	physics astronomy quantum computing breakthrough research
7	Energy/Climate	clean energy climate research renewable breakthrough
8	Neuroscience	neuroscience brain research breakthrough consciousness
9	Robotics/Space	robotics humanoid robot SpaceX space exploration news
10	Materials Science	materials science nanotechnology superconductor breakthrough
11	Social Sciences	economics research psychology behavioral science study
12	AI Ethics/Policy	AI regulation policy ethics governance news
13	Web3/FinTech	blockchain crypto fintech regulation news

Step 2: Filter & Rate

Filter results to keep only high-value content:

Rating	Criteria
⭐⭐⭐	Milestone discoveries (Nobel-prize level, paradigm shifts)
⭐⭐	Important advances (top journals, high impact)
⭐	Worth noting (interesting, practical)

Step 3: Generate Report

Output in structured format:

markdown

# 🌍 前沿知识简报 | {date}

## 📊 今日概览
- 共筛选 X 条值得关注的信息
- 重点领域：{field1}, {field2}...

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## 🔬 顶级期刊 (Nature/Science/Cell)
### 1. [Paper Title] ⭐⭐⭐
- **来源**: Nature | 2026-XX-XX | [Original Link](url)
- **核心发现**: 3-5 sentence detailed description

## 🤖 AI/Machine Learning
## 🧬 Biomedicine
## 🔭 Physics/Astronomy/Math
## ⚛️ Quantum Computing
## 🧠 Neuroscience
## 🤖 Robotics/Automation
## 🚀 Space/Aerospace
## 🌱 Energy/Climate
## 🧪 Materials Science
## 📊 Economics/Society/Psychology
## ⚖️ AI Ethics/Policy
## 🔗 Web3/FinTech
## 💡 Tech Industry News

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## 📌 This Week's Must-Reads
Recommend 1-2 most worthwhile deep-reads

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> Generated: {timestamp}
> Saved to: ~/Documents/FrontierKnowledge/{year-month}/{date}-daily-digest.md

Step 4: Save Locally

Save the generated report to:

text

~/Documents/FrontierKnowledge/{year-month}/{date}-daily-digest.md

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Category Reference

Category	Icon	Coverage
Top Journals	🔬	Nature, Science, Cell
AI/ML	🤖	LLM, Deep Learning, AI Companies
Biomedicine	🧬	NEJM, Lancet, Drug R&D, Clinical Trials
Physics/Astronomy	🔭	Particle Physics, Astrophysics, Math Proofs
Quantum Computing	⚛️	Quantum Advantage, Error Correction
Neuroscience	🧠	Consciousness, Brain-Computer Interface
Robotics	🤖	Humanoid Robots, Industrial Automation
Space	🚀	SpaceX, Mars Missions, Satellite Tech
Energy/Climate	🌱	Clean Energy, Carbon Capture
Materials	🧪	Nanomaterials, Superconductors
Economics/Society	📊	Economic Research, Behavioral Science
AI Ethics	⚖️	Regulations, Ethics Discussions
Web3/FinTech	🔗	Blockchain, DeFi, Payment Innovation
Tech Industry	💡	Funding, Acquisitions, Product Launches

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Configuration Options

Interest Weights

Users can adjust focus areas via conversation:

• "我更关注 AI 和生物医学" → Prioritize these categories
• "暂时不想看物理方面的" → Skip physics section

Time Range

• Default: Last 24-48 hours
• Adjustable: "帮我看看这周的重要新闻" → This week

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Guidelines

1. Quality over quantity — Only recommend truly valuable content
2. No duplicates — Check history to avoid repeat recommendations
3. Detailed descriptions — Each item should have 3-5 sentences explaining the discovery, method, and significance
4. Source links — Always provide original article links
5. Star ratings — Help users quickly identify priority items
6. Flexible categories — Skip categories with no noteworthy news; never force-fill