How We Build Open Source with AI Agents
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1. How We Build Open Source
with AI Agents
徐文彬(闻冰) ・ LobeHub 创始人
蚂蚁终端体验科技大会
2. Arvin Xu
空
FOUNDER, DESIGN ENGINEER
LobeHub 创始
/ 设计 程师
We are a crew of e/acc design engineers
on a mission to forge next-gen human-agent interaction
paradigms, while building an open-source, transparent,
and symbiotic AI ecosystem_
我们是
3. AI Workspace for Pro User
4.
5.
6. PART 1PART 2PART 3
Human–AI
CollaborationThe Scarcity
of CorrectnessAgents
in Action
AI 与正确性是Agents 如何辅助我们
7. Empowered by Agent Teammate in LobeHub
在 LobeHub 除了我们以外,还有很多 Agent 队友
8. Positioning the Collaboration Between Humans and AI Partners_
AI 在产研中的
9. Positioning the Collaboration Between Humans and AI Partners_
AI 在产研中的
10. PART 2
What is our Role?
Where is our Scarcity?
11. VERIFIABILITY IS THE LIMIT
from Alperen Keleş, University of Maryland
Every piece of software in the world has to be “correct” with respect to some
notion of correctness. Before LLMs, our time was split between writing, reading
and verifying code. With LLMs, we are able to offload code writing phase to
LLMs, but the verification process cannot be offloaded, only pushed up to a
different layer.
世界上的每
所谓的正确性就是指所创建的软件符合创作者的意图,
https://alperenkeles.com/posts/verifiability-is-the-limit
12. Correctness Is Becoming Critical
正确性正在变得愈发重要
Ant-Design Test CI
AreWeTurboYet.com
13. TDD: Ensuring Correctness at the Function & Module Level
通过测试驱动开发,为核
• 函数/模块级别的测试驱动开发
• 可直接由AI 成
• 由 校验测试 例与业务表现
14.
15. BDD + E2E: Capturing Correctness from the Business Perspective
通过
16. PART 3
Agents in Action
辅助我们的 Agents
17. CASE 1:
i18n Agent
国际化(i18n)实现:多语
持的快速实现 案
18. https://github.com/lobehub/lobe-cli-toolbox/tree/master/packages/lobe-i18n
19. Stage1_ CLI 模式
20. Stage1_ CLI 模式
21. Stage1_ CLI 模式
ComfyUI
了我们的
在 2024 也引
案
22. Stage2_ i18n Workflow
23. Stage2_ i18n Workflow
仓库集成,i18n
24. CASE 2:
Local System Agent
通过命令
25. an small issue and collaboration with supply chain
26.
27. gh is underrated
gh 还在被持续低估
通过 gh 这个命令 ,我们可以轻易实现对:
- issue
- pr
- action
- discussion
- codebase
- …
乎所有 github 的操作
等
28. CASE 3:
Claude Code
Workflow
29. Leave the refactoring to time
把重构交给时间
30. OUR VISION
未来展望
31. In the past, only big corps had the resources
and tech to build complex systems boosting
efficiency and creativity.
Now, we're witnessing a paradigm shift —
Human-AI synergy is giving rise to
"Solopreneurs" in the wild.
过去,只有
如今,我们正
32. From Big Corporations to Solopreneurs_
从
33.