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.

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"

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:

# 🌍 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}...

---

## 🔬 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

---

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

---

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

Step 4: Save Locally

Save the generated report to:

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

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

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

Guidelines

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

Frontier Knowledge Digest