Frontier Knowledge Digest
by @ye4wzp
Daily digest of cutting-edge science, AI, and top journal papers worldwide. Searches 12+ domains including Nature, Science, arXiv, AI news, biomedicine, phys...
clawhub install frontier-knowledge-digest📖 About This Skill
name: frontier-knowledge-digest version: 1.0.0 description: > 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". tags: [science, research, ai-news, journal, arxiv, nature, digest, daily, chinese, english]
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
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
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:Time Range
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