用 AI 智能体 加速理论科学研究

王一 · 香港科技大学由人类与 AI 共同制作
User-supplied image labeled AI, Agent, LLM, 数学 and 物理
User-supplied film still with its original Chinese subtitles
数学物理信息论理论物理AI
User-supplied image labeled AI, Agent, LLM, Mathematics, Theoretical physics and Experimental Physics
User-supplied image with additional Coding and Painting labels
九个领域的月度论文数量

01

聊天窗口中的物理学

用 GPT-Pro 查找初稿错误

用 GPT-Pro 研究强混合

Cosmological Collider Signals at Strong Mixing: paper metadata, citations and abstract; AI contribution highlighted in the supplied screenshot

用 GPT dot 进行持续研究

User-supplied GPT dot chat screenshot: ongoing physics research, scheduled reports and restart records

用 GPT dot 进行持续研究

User-supplied GitHub commit history screenshot for the dot repository

用 GPT dot 进行持续研究

别人怎样用 AI 做理论物理

TheoPhysEval: Assessing AI agents at autonomous theoretical physics problem solving — paper title, authors, affiliations and abstract来源:A. Ramesh Chandra et al. · arXiv:2610.16733 ↗
The Future of AI-assisted Physics: Discovering, Verifying and Organizing Results via Formalization — title, authors, affiliations and abstract来源:S. Krippendorf, L. Sarra & J. Tooby-Smith · arXiv:2610.14059 ↗

02

在编程智能体中工作

User-supplied Codex workspace screenshot: conversation, project files, subagents and recorded changes

Schwartz’s Claude Code workspace: organized research files, equation checking and a paper PDF

wang2-html/
├─ SKILL.md
├─ references/slide-guidelines.md
├─ templates/starter.html
└─ scripts/

Pages of Yi Wang’s science-fiction story Deep-Sea Light and the cover of its collection

Original MathGR-to-Python prompt: use SymPy, retain tests and examples, and compare against Wolfram results

## Task
## Notation And Conventions
## Accepted Derived Results
## Calculation Status
## Open Questions

L2=π˙2+σ˙22+ρπ˙σ−m2σ22H2=pπ2+pσ22−ρσpπ+(m2+ρ2)σ22

03

ARC GitHub repository, user-provided screenshot; bottom cropped to 16:9

ALC

alc-ocr-proofread
alc-translate
alc-render
alc-companion

ARC

arc-paper

arc-domain

↑↑

ac-jobs

ac-llm

ac-document

ac-proposer-reviewer

→

AC-LLM

Codex / Claude / API

Agent 01Agent 02… Agent N

↑ ac-jobs

→

04

HTML
Slidev / Reveal.js

Original No-Face data structure comic

Original Shazam hashing course slide

Original PHYS1002 course slide with real GW150914 gravitational-wave data

Original Coleman blackboard screenshot

Original English reconstructed Coleman equations screenshot

14 KB → 143 KB

0.83 → 6.26

faster-whisper · large-v3

FFmpeg · DeepFilterNet

Markdown · MinerU

05

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