datawhalechina/hello-agentsPublic

๐Ÿ“š ใ€ŠไปŽ้›ถๅผ€ๅง‹ๆž„ๅปบๆ™บ่ƒฝไฝ“ใ€‹โ€”โ€”ไปŽ้›ถๅผ€ๅง‹็š„ๆ™บ่ƒฝไฝ“ๅŽŸ็†ไธŽๅฎž่ทตๆ•™็จ‹

AI summary: A comprehensive Chinese tutorial on designing and implementing intelligent agent systems from scratch.

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PythonOtherCreated Sep 7, 2025Last push todayLatest release V1.0.3+1.7K stars this week+2.1K this month

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since Sep 7, 2025
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71.5K stars as of Aug 7, 2026, tracked back to Sep 7, 2025. Historical curve reconstructed from public GitHub event archives, calibrated to the current total.

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625 commits in the last yearLessMore

Signals and awards

derived from tracked data
  • Landmark project

    71,488 stars

  • Very active

    625 commits in 52 weeks

  • Community-driven

    ~100 contributors

  • Continuous integration

    Automated checks passing

  • Repeat trending

    8 trending appearances

  • Top 10% tracked

    Rank 105 of 1058

What hello-agents does

Hello-Agents is a systematic, open-source tutorial project created by the Datawhale community focused on building AI native agents. While acknowledging workflow-based tools like Dify or Coze, this tutorial focuses strictly on the underlying principles and architectures of true LLM-driven agents. It guides learners from foundational theories through to practical implementations, aiming to transform users from mere consumers of large language models into capable architects of complex, multi-agent systems. The material is primarily in Chinese, serving the local developer community.

Chinese-speaking developers, students, and AI enthusiasts wanting a deep, theoretical and practical understanding of agents.

  • Systematic approach: Bridges the gap between theoretical agent concepts and practical coding.
  • AI-native focus: Concentrates on fundamentally LLM-driven agents rather than just workflow automation.
  • Community driven: Maintained by Datawhale, ensuring high-quality, peer-reviewed educational content.
  • Bilingual support: Primarily in Chinese but includes English documentation.
  • Online reading platform: Provides a web-based GitBook interface for accessible reading.

Where teams use it

Deep Architectural Study

Chinese-speaking developers studying the core algorithms and decision loops that power AI agents.

From-Scratch Implementation

Students following the guides to build custom agent frameworks without relying on heavy abstractions.

Community Learning

Participating in study groups utilizing the tutorial as a shared curriculum.

Transitioning to AI Engineering

Software engineers upgrading their skills to build AI-native applications.

Getting started: Read the tutorial online via the provided GitHub Pages link.

README

main branch
English | ไธญๆ–‡
alt text

Hello-Agents

๐Ÿค– ใ€ŠไปŽ้›ถๅผ€ๅง‹ๆž„ๅปบๆ™บ่ƒฝไฝ“ใ€‹

ไปŽๅŸบ็ก€็†่ฎบๅˆฐๅฎž้™…ๅบ”็”จ๏ผŒๅ…จ้ขๆŽŒๆกๆ™บ่ƒฝไฝ“็ณป็ปŸ็š„่ฎพ่ฎกไธŽๅฎž็Žฐ

GitHub stars GitHub forks Language GitHub Project Online Reading

๐ŸŽฏ ้กน็›ฎไป‹็ป

โ€ƒโ€ƒๅฆ‚ๆžœ่ฏด 2024 ๅนดๆ˜ฏ"็™พๆจกๅคงๆˆ˜"็š„ๅ…ƒๅนด๏ผŒ้‚ฃไนˆ 2025 ๅนดๆ— ็–‘ๅผ€ๅฏไบ†"Agent ๅ…ƒๅนด"ใ€‚ๆŠ€ๆœฏ็š„็„ฆ็‚นๆญฃไปŽ่ฎญ็ปƒๆ›ดๅคง็š„ๅŸบ็ก€ๆจกๅž‹๏ผŒ่ฝฌๅ‘ๆž„ๅปบๆ›ด่ชๆ˜Ž็š„ๆ™บ่ƒฝไฝ“ๅบ”็”จใ€‚็„ถ่€Œ๏ผŒๅฝ“ๅ‰็ณป็ปŸๆ€งใ€้‡ๅฎž่ทต็š„ๆ•™็จ‹ๅดๆžๅบฆๅŒฎไนใ€‚ไธบๆญค๏ผŒๆˆ‘ไปฌๅ‘่ตทไบ† Hello-Agents ้กน็›ฎ๏ผŒๅธŒๆœ›่ƒฝไธบ็คพๅŒบๆไพ›ไธ€ๆœฌไปŽ้›ถๅผ€ๅง‹ใ€็†่ฎบไธŽๅฎžๆˆ˜ๅนถ้‡็š„ๆ™บ่ƒฝไฝ“็ณป็ปŸๆž„ๅปบๆŒ‡ๅ—ใ€‚

โ€ƒโ€ƒHello-Agents ๆ˜ฏ Datawhale ็คพๅŒบ็š„็ณป็ปŸๆ€งๆ™บ่ƒฝไฝ“ๅญฆไน ๆ•™็จ‹ใ€‚ๅฆ‚ไปŠ Agent ๆž„ๅปบไธป่ฆๅˆ†ไธบไธคๆดพ๏ผŒไธ€ๆดพๆ˜ฏ Dify๏ผŒCoze๏ผŒn8n ่ฟ™็ฑป่ฝฏไปถๅทฅ็จ‹็ฑป Agent๏ผŒๅ…ถๆœฌ่ดจๆ˜ฏๆต็จ‹้ฉฑๅŠจ็š„่ฝฏไปถๅผ€ๅ‘๏ผŒLLM ไฝœไธบๆ•ฐๆฎๅค„็†็š„ๅŽ็ซฏ๏ผ›ๅฆไธ€ๆดพๅˆ™ๆ˜ฏ AI ๅŽŸ็”Ÿ็š„ Agent๏ผŒๅณ็œŸๆญฃไปฅ AI ้ฉฑๅŠจ็š„ Agentใ€‚ๆœฌๆ•™็จ‹ๆ—จๅœจๅธฆ้ข†ๅคงๅฎถๆทฑๅ…ฅ็†่งฃๅนถๆž„ๅปบๅŽ่€…โ€”โ€”็œŸๆญฃ็š„ AI Native Agentใ€‚ๆ•™็จ‹ๅฐ†ๅธฆ้ข†ไฝ ็ฉฟ้€ๆก†ๆžถ่กจ่ฑก๏ผŒไปŽๆ™บ่ƒฝไฝ“็š„ๆ ธๅฟƒๅŽŸ็†ๅ‡บๅ‘๏ผŒๆทฑๅ…ฅๅ…ถๆ ธๅฟƒๆžถๆž„๏ผŒ็†่งฃๅ…ถ็ปๅ…ธ่Œƒๅผ๏ผŒๅนถๆœ€็ปˆไบฒๆ‰‹ๆž„ๅปบ่ตทๅฑžไบŽ่‡ชๅทฑ็š„ๅคšๆ™บ่ƒฝไฝ“ๅบ”็”จใ€‚ๆˆ‘ไปฌ็›ธไฟก๏ผŒๆœ€ๅฅฝ็š„ๅญฆไน ๆ–นๅผๅฐฑๆ˜ฏๅŠจๆ‰‹ๅฎž่ทตใ€‚ๅธŒๆœ›่ฟ™ๆœฌๆ•™็จ‹่ƒฝๆˆไธบไฝ ๆŽข็ดขๆ™บ่ƒฝไฝ“ไธ–็•Œ็š„่ตท็‚น๏ผŒ่ƒฝๅคŸไปŽไธ€ๅๅคง่ฏญ่จ€ๆจกๅž‹็š„"ไฝฟ็”จ่€…"๏ผŒ่œ•ๅ˜ไธบไธ€ๅๆ™บ่ƒฝไฝ“็ณป็ปŸ็š„"ๆž„ๅปบ่€…"ใ€‚

๐Ÿ“š ๅฟซ้€Ÿๅผ€ๅง‹

ๅœจ็บฟ้˜…่ฏป

๐ŸŒ ๅ›ฝๅค–่ฎฟ้—ฎ | ๐Ÿš€ ๅ›ฝๅ†…ๅŠ ้€Ÿ - ๆ— ้œ€ไธ‹่ฝฝ๏ผŒ้šๆ—ถ้šๅœฐๅญฆไน 

ๆœฌๅœฐ้˜…่ฏป

ๅฆ‚ๆžœๆ‚จๅธŒๆœ›ๅœจๆœฌๅœฐ้˜…่ฏปๆˆ–่ดก็Œฎๅ†…ๅฎน๏ผŒ่ฏทๅ‚่€ƒไธ‹ๆ–น็š„ๅญฆไน ๆŒ‡ๅ—ใ€‚

โœจ ไฝ ๅฐ†ๆ”ถ่Žทไป€ไนˆ๏ผŸ

  • ๐Ÿ“– Datawhale ๅผ€ๆบๅ…่ดน ๅฎŒๅ…จๅ…่ดนๅญฆไน ๆœฌ้กน็›ฎๆ‰€ๆœ‰ๅ†…ๅฎน๏ผŒไธŽ็คพๅŒบๅ…ฑๅŒๆˆ้•ฟ
  • ๐Ÿ” ็†่งฃๆ ธๅฟƒๅŽŸ็† ๆทฑๅ…ฅ็†่งฃๆ™บ่ƒฝไฝ“็š„ๆฆ‚ๅฟตใ€ๅކๅฒไธŽ็ปๅ…ธ่Œƒๅผ
  • ๐Ÿ—๏ธ ไบฒๆ‰‹ๅฎž็Žฐ ๆŽŒๆก็ƒญ้—จไฝŽไปฃ็ ๅนณๅฐๅ’Œๆ™บ่ƒฝไฝ“ไปฃ็ ๆก†ๆžถ็š„ไฝฟ็”จ
  • ๐Ÿ› ๏ธ ่‡ช็ ”ๆก†ๆžถ HelloAgents ๅŸบไบŽ Openai ๅŽŸ็”Ÿ API ไปŽ้›ถๆž„ๅปบไธ€ไธช่‡ชๅทฑ็š„ๆ™บ่ƒฝไฝ“ๆก†ๆžถ
  • โš™๏ธ ๆŽŒๆก้ซ˜็บงๆŠ€่ƒฝ ไธ€ๆญฅๆญฅๅฎž็ŽฐไธŠไธ‹ๆ–‡ๅทฅ็จ‹ใ€Memoryใ€ๅ่ฎฎใ€่ฏ„ไผฐ็ญ‰็ณป็ปŸๆ€งๆŠ€ๆœฏ
  • ๐Ÿค ๆจกๅž‹่ฎญ็ปƒ ๆŽŒๆก Agentic RL๏ผŒไปŽ SFT ๅˆฐ GRPO ็š„ๅ…จๆต็จ‹ๅฎžๆˆ˜่ฎญ็ปƒ LLM
  • ๐Ÿš€ ้ฉฑๅŠจ็œŸๅฎžๆกˆไพ‹ ๅฎžๆˆ˜ๅผ€ๅ‘ๆ™บ่ƒฝๆ—…่กŒๅŠฉๆ‰‹ใ€่ต›ๅšๅฐ้•‡็ญ‰็ปผๅˆ้กน็›ฎ
  • ๐Ÿ“– ๆฑ‚่Œ้ข่ฏ• ๅญฆไน ๆ™บ่ƒฝไฝ“ๆฑ‚่Œ็›ธๅ…ณ้ข่ฏ•้—ฎ้ข˜

๐Ÿ“– ๅ†…ๅฎนๅฏผ่ˆช

็ซ ่Š‚ ๅ…ณ้”ฎๅ†…ๅฎน ็Šถๆ€
ๅ‰่จ€ ้กน็›ฎ็š„็ผ˜่ตทใ€่ƒŒๆ™ฏๅŠ่ฏป่€…ๅปบ่ฎฎ โœ…
็ฌฌไธ€้ƒจๅˆ†๏ผšๆ™บ่ƒฝไฝ“ไธŽ่ฏญ่จ€ๆจกๅž‹ๅŸบ็ก€
็ฌฌไธ€็ซ  ๅˆ่ฏ†ๆ™บ่ƒฝไฝ“ ๆ™บ่ƒฝไฝ“ๅฎšไน‰ใ€็ฑปๅž‹ใ€่ŒƒๅผไธŽๅบ”็”จ โœ…
็ฌฌไบŒ็ซ  ๆ™บ่ƒฝไฝ“ๅ‘ๅฑ•ๅฒ ไปŽ็ฌฆๅทไธปไน‰ๅˆฐ LLM ้ฉฑๅŠจ็š„ๆ™บ่ƒฝไฝ“ๆผ”่ฟ› โœ…
็ฌฌไธ‰็ซ  ๅคง่ฏญ่จ€ๆจกๅž‹ๅŸบ็ก€ Transformerใ€ๆ็คบใ€ไธปๆต LLM ๅŠๅ…ถๅฑ€้™ โœ…
็ฌฌไบŒ้ƒจๅˆ†๏ผšๆž„ๅปบไฝ ็š„ๅคง่ฏญ่จ€ๆจกๅž‹ๆ™บ่ƒฝไฝ“
็ฌฌๅ››็ซ  ๆ™บ่ƒฝไฝ“็ปๅ…ธ่Œƒๅผๆž„ๅปบ ๆ‰‹ๆŠŠๆ‰‹ๅฎž็Žฐ ReActใ€Plan-and-Solveใ€Reflection โœ…
็ฌฌไบ”็ซ  ๅŸบไบŽไฝŽไปฃ็ ๅนณๅฐ็š„ๆ™บ่ƒฝไฝ“ๆญๅปบ ไบ†่งฃ Cozeใ€Difyใ€n8n ็ญ‰ไฝŽไปฃ็ ๆ™บ่ƒฝไฝ“ๅนณๅฐไฝฟ็”จ โœ…
็ฌฌๅ…ญ็ซ  ๆก†ๆžถๅผ€ๅ‘ๅฎž่ทต AutoGenใ€AgentScopeใ€LangGraph ็ญ‰ไธปๆตๆก†ๆžถๅบ”็”จ โœ…
็ฌฌไธƒ็ซ  ๆž„ๅปบไฝ ็š„Agentๆก†ๆžถ ไปŽ 0 ๅผ€ๅง‹ๆž„ๅปบๆ™บ่ƒฝไฝ“ๆก†ๆžถ โœ…
็ฌฌไธ‰้ƒจๅˆ†๏ผš้ซ˜็บง็Ÿฅ่ฏ†ๆ‰ฉๅฑ•
็ฌฌๅ…ซ็ซ  ่ฎฐๅฟ†ไธŽๆฃ€็ดข ่ฎฐๅฟ†็ณป็ปŸ๏ผŒRAG๏ผŒๅญ˜ๅ‚จ โœ…
็ฌฌไน็ซ  ไธŠไธ‹ๆ–‡ๅทฅ็จ‹ ๆŒ็ปญไบคไบ’็š„"ๆƒ…ๅขƒ็†่งฃ" โœ…
็ฌฌๅ็ซ  ๆ™บ่ƒฝไฝ“้€šไฟกๅ่ฎฎ MCPใ€A2Aใ€ANP ็ญ‰ๅ่ฎฎ่งฃๆž โœ…
็ฌฌๅไธ€็ซ  Agentic-RL ไปŽ SFT ๅˆฐ GRPO ็š„ LLM ่ฎญ็ปƒๅฎžๆˆ˜ โœ…
็ฌฌๅไบŒ็ซ  ๆ™บ่ƒฝไฝ“ๆ€ง่ƒฝ่ฏ„ไผฐ ๆ ธๅฟƒๆŒ‡ๆ ‡ใ€ๅŸบๅ‡†ๆต‹่ฏ•ไธŽ่ฏ„ไผฐๆก†ๆžถ โœ…
็ฌฌๅ››้ƒจๅˆ†๏ผš็ปผๅˆๆกˆไพ‹่ฟ›้˜ถ
็ฌฌๅไธ‰็ซ  ๆ™บ่ƒฝๆ—…่กŒๅŠฉๆ‰‹ MCP ไธŽๅคšๆ™บ่ƒฝไฝ“ๅไฝœ็š„็œŸๅฎžไธ–็•Œๅบ”็”จ โœ…
็ฌฌๅๅ››็ซ  ่‡ชๅŠจๅŒ–ๆทฑๅบฆ็ ”็ฉถๆ™บ่ƒฝไฝ“ DeepResearch Agent ๅค็ŽฐไธŽ่งฃๆž โœ…
็ฌฌๅไบ”็ซ  ๆž„ๅปบ่ต›ๅšๅฐ้•‡ Agent ไธŽๆธธๆˆ็š„็ป“ๅˆ๏ผŒๆจกๆ‹Ÿ็คพไผšๅŠจๆ€ โœ…
็ฌฌไบ”้ƒจๅˆ†๏ผšๆฏ•ไธš่ฎพ่ฎกๅŠๆœชๆฅๅฑ•ๆœ›
็ฌฌๅๅ…ญ็ซ  ๆฏ•ไธš่ฎพ่ฎก ๆž„ๅปบๅฑžไบŽไฝ ็š„ๅฎŒๆ•ดๅคšๆ™บ่ƒฝไฝ“ๅบ”็”จ โœ…

็คพๅŒบ่ดก็Œฎ็ฒพ้€‰ (Community Blog)

โ€ƒโ€ƒๆฌข่ฟŽๅคงๅฎถๅฐ†ๅœจๅญฆไน  Hello-Agents ๆˆ– Agent ็›ธๅ…ณๆŠ€ๆœฏไธญ็š„็‹ฌๅˆฐ่ง่งฃใ€ๅฎž่ทตๆ€ป็ป“๏ผŒไปฅ PR ็š„ๅฝขๅผ่ดก็Œฎๅˆฐ็คพๅŒบ็ฒพ้€‰ใ€‚ๅฆ‚ๆžœๆ˜ฏ็‹ฌ็ซ‹ไบŽๆญฃๆ–‡็š„ๅ†…ๅฎน๏ผŒไนŸๅฏไปฅๆŠ•็จฟ่‡ณ Extra-Chapter๏ผๆœŸๅพ…ไฝ ็š„็ฌฌไธ€ๆฌก่ดก็Œฎ๏ผ

็คพๅŒบ็ฒพ้€‰ ๅ†…ๅฎนๆ€ป็ป“
00-ๅ…ฑๅˆ›ๆฏ•ไธš่ฎพ่ฎก ็คพๅŒบๅ…ฑๅˆ›ๆฏ•ไธš่ฎพ่ฎก้กน็›ฎ
01-Agent้ข่ฏ•้ข˜ๆ€ป็ป“ Agent ๅฒ—ไฝ็›ธๅ…ณ้ข่ฏ•้—ฎ้ข˜
01-Agent้ข่ฏ•้ข˜็ญ”ๆกˆ ็›ธๅ…ณ้ข่ฏ•้—ฎ้ข˜็ญ”ๆกˆ
02-ไธŠไธ‹ๆ–‡ๅทฅ็จ‹ๅ†…ๅฎน่กฅๅ…… ไธŠไธ‹ๆ–‡ๅทฅ็จ‹ๅ†…ๅฎนๆ‰ฉๅฑ•
03-Difyๆ™บ่ƒฝไฝ“ๅˆ›ๅปบไฟๅง†็บงๆ•™็จ‹ Difyๆ™บ่ƒฝไฝ“ๅˆ›ๅปบไฟๅง†็บงๆ•™็จ‹
04-Hello-agents่ฏพ็จ‹ๅธธ่ง้—ฎ้ข˜ Datawhale่ฏพ็จ‹ๅธธ่ง้—ฎ้ข˜
05-Agent SkillsไธŽMCPๅฏนๆฏ”่งฃ่ฏป Agent SkillsไธŽMCPๆŠ€ๆœฏๅฏนๆฏ”
06-GUI Agent็ง‘ๆ™ฎไธŽๅฎžๆˆ˜ GUI Agent็ง‘ๆ™ฎไธŽๅคšๅœบๆ™ฏๅฎžๆˆ˜
07-็Žฏๅขƒ้…็ฝฎ ็Žฏๅขƒ้…็ฝฎ
08-ๅฆ‚ไฝ•ๅ†™ๅ‡บๅฅฝ็š„Skill Skill ๅ†™ไฝœๆœ€ไฝณๅฎž่ทต
09-Agentๅบ”็”จๅผ€ๅ‘ๅฎž่ทต่ธฉๅ‘ไธŽ็ป้ชŒๅˆ†ไบซ Code Agent ๅบ”็”จๅผ€ๅ‘่ธฉๅ‘ไธŽ็ป้ชŒๆ€ป็ป“
10-Agent Self-Evolutionๆ™บ่ƒฝไฝ“่‡ช่ฟ›ๅŒ– Agent ่‡ช่ฟ›ๅŒ–ๅ››็ฑป้—ญ็ŽฏไธŽไปฃ่กจ้กน็›ฎ
11-WebAgent็ง‘ๆ™ฎไธŽๅฎžๆˆ˜ Web Agent ๅŽŸ็†ใ€ๅ็ˆฌๅฎžๆˆ˜ไธŽ HelloAgents ้›†ๆˆ
12-ๆ—…่กŒๅŠฉๆ‰‹ๅŽ่ฎญ็ปƒๅฎžๆˆ˜ ๆŠŠๆ—…่กŒๅŠฉๆ‰‹ Demo ๆ‰“็ฃจๆˆ่ƒฝ็”จ็š„ Planner
13-Hello-Agents่ง†้ข‘่ฏพๅฝ•ๅˆถๅ…ฑๅˆ› ่ง†้ข‘่ฏพ็จ‹ๅ…ฑๅˆ›ๅฝ•ๅˆถ่ต„ๆบ

PDF ็‰ˆๆœฌไธ‹่ฝฝ

โ€ƒโ€ƒๆœฌ Hello-Agents PDF ๆ•™็จ‹ๅฎŒๅ…จๅผ€ๆบๅ…่ดนใ€‚ไธบ้˜ฒๆญขๅ„็ฑป่ฅ้”€ๅทๅŠ ๆฐดๅฐๅŽ่ดฉๅ–็ป™ๅคšๆ™บ่ƒฝไฝ“็ณป็ปŸๅˆๅญฆ่€…๏ผŒๆˆ‘ไปฌ็‰นๅœฐๅœจ PDF ๆ–‡ไปถไธญ้ข„ๅ…ˆๆทปๅŠ ไบ†ไธๅฝฑๅ“้˜…่ฏป็š„ Datawhale ๅผ€ๆบๆ ‡ๅฟ—ๆฐดๅฐ๏ผŒๆ•ฌ่ฏท่ฐ…่งฃ๏ฝž

Hello-Agents PDF : https://github.com/datawhalechina/hello-agents/releases/latest/
Hello-Agents PDF ๅ›ฝๅ†…ไธ‹่ฝฝๅœฐๅ€ : https://www.datawhale.cn/learn/summary/239

๐Ÿ’ก ๅฆ‚ไฝ•ๅญฆไน 

โ€ƒโ€ƒๆฌข่ฟŽไฝ ๏ผŒๆœชๆฅ็š„ๆ™บ่ƒฝ็ณป็ปŸๆž„ๅปบ่€…๏ผๅœจๅผ€ๅฏ่ฟ™ๆฎตๆฟ€ๅŠจไบบๅฟƒ็š„ๆ—…็จ‹ไน‹ๅ‰๏ผŒ่ฏทๅ…่ฎธๆˆ‘ไปฌ็ป™ไฝ ไธ€ไบ›ๆธ…ๆ™ฐ็š„ๆŒ‡ๅผ•ใ€‚

โ€ƒโ€ƒๆœฌ้กน็›ฎๅ†…ๅฎนๅ…ผ้กพ็†่ฎบไธŽๅฎžๆˆ˜๏ผŒๆ—จๅœจๅธฎๅŠฉไฝ ็ณป็ปŸๆ€งๅœฐๆŽŒๆกไปŽๅ•ไธชๆ™บ่ƒฝไฝ“ๅˆฐๅคšๆ™บ่ƒฝไฝ“็ณป็ปŸ็š„่ฎพ่ฎกไธŽๅผ€ๅ‘ๅ…จๆต็จ‹ใ€‚ๅ› ๆญค๏ผŒๅฐคๅ…ถ้€‚ๅˆๆœ‰ไธ€ๅฎš็ผ–็จ‹ๅŸบ็ก€็š„ AI ๅผ€ๅ‘่€…ใ€่ฝฏไปถๅทฅ็จ‹ๅธˆใ€ๅœจๆ กๅญฆ็”Ÿ ไปฅๅŠๅฏนๅ‰ๆฒฟ AI ๆŠ€ๆœฏๆŠฑๆœ‰ๆต“ๅŽšๅ…ด่ถฃ็š„ ่‡ชๅญฆ่€…ใ€‚ๅœจๅญฆไน ๆœฌ้กน็›ฎไน‹ๅ‰๏ผŒๆˆ‘ไปฌๅธŒๆœ›ไฝ ๅ…ทๅค‡ๅŸบ็ก€็š„ Python ็ผ–็จ‹่ƒฝๅŠ›๏ผŒๅนถๅฏนๅคง่ฏญ่จ€ๆจกๅž‹ๆœ‰ๅŸบๆœฌ็š„ๆฆ‚ๅฟตๆ€งไบ†่งฃ๏ผˆไพ‹ๅฆ‚๏ผŒ็Ÿฅ้“ๅฆ‚ไฝ•้€š่ฟ‡ API ่ฐƒ็”จไธ€ไธช LLM๏ผ‰ใ€‚้กน็›ฎ็š„้‡็‚นๆ˜ฏๅบ”็”จไธŽๆž„ๅปบ๏ผŒๅ› ๆญคไฝ ๆ— ้œ€ๅ…ทๅค‡ๆทฑๅŽš็š„็ฎ—ๆณ•ๆˆ–ๆจกๅž‹่ฎญ็ปƒ่ƒŒๆ™ฏใ€‚

โ€ƒโ€ƒ้กน็›ฎๅˆ†ไธบไบ”ๅคง้ƒจๅˆ†๏ผŒๆฏไธ€้ƒจๅˆ†้ƒฝๆ˜ฏ้€šๅพ€ไธ‹ไธ€้˜ถๆฎต็š„ๅšๅฎž้˜ถๆขฏ๏ผš

  • ็ฌฌไธ€้ƒจๅˆ†๏ผšๆ™บ่ƒฝไฝ“ไธŽ่ฏญ่จ€ๆจกๅž‹ๅŸบ็ก€๏ผˆ็ฌฌไธ€็ซ ๏ฝž็ฌฌไธ‰็ซ ๏ผ‰๏ผŒๆˆ‘ไปฌๅฐ†ไปŽๆ™บ่ƒฝไฝ“็š„ๅฎšไน‰ใ€็ฑปๅž‹ไธŽๅ‘ๅฑ•ๅކๅฒ่ฎฒ่ตท๏ผŒไธบไฝ ๆขณ็†"ๆ™บ่ƒฝไฝ“"่ฟ™ไธ€ๆฆ‚ๅฟต็š„ๆฅ้พ™ๅŽป่„‰ใ€‚้šๅŽ๏ผŒๆˆ‘ไปฌไผšๅฟซ้€Ÿๅทฉๅ›บๅคง่ฏญ่จ€ๆจกๅž‹็š„ๆ ธๅฟƒ็Ÿฅ่ฏ†๏ผŒไธบไฝ ็š„ๅฎž่ทตไน‹ๆ—…ๆ‰“ไธ‹ๅšๅฎž็š„็†่ฎบๅœฐๅŸบใ€‚

  • ็ฌฌไบŒ้ƒจๅˆ†๏ผšๆž„ๅปบไฝ ็š„ๅคง่ฏญ่จ€ๆจกๅž‹ๆ™บ่ƒฝไฝ“๏ผˆ็ฌฌๅ››็ซ ๏ฝž็ฌฌไธƒ็ซ ๏ผ‰๏ผŒ่ฟ™ๆ˜ฏไฝ ๅŠจๆ‰‹ๅฎž่ทต็š„่ตท็‚นใ€‚ไฝ ๅฐ†ไบฒๆ‰‹ๅฎž็Žฐ ReAct ็ญ‰็ปๅ…ธ่Œƒๅผ๏ผŒไฝ“้ชŒ Coze ็ญ‰ไฝŽไปฃ็ ๅนณๅฐ็š„ไพฟๆท๏ผŒๅนถๆŽŒๆก Langgraph ็ญ‰ไธปๆตๆก†ๆžถ็š„ๅบ”็”จใ€‚ๆœ€็ปˆ๏ผŒๆˆ‘ไปฌ่ฟ˜ไผšๅธฆไฝ ไปŽ้›ถๅผ€ๅง‹ๆž„ๅปบไธ€ไธชๅฑžไบŽ่‡ชๅทฑ็š„ๆ™บ่ƒฝไฝ“ๆก†ๆžถ๏ผŒ่ฎฉไฝ ๅ…ผๅ…ทโ€œ็”จ่ฝฎๅญโ€ไธŽโ€œ้€ ่ฝฎๅญโ€็š„่ƒฝๅŠ›ใ€‚

  • ็ฌฌไธ‰้ƒจๅˆ†๏ผš้ซ˜็บง็Ÿฅ่ฏ†ๆ‰ฉๅฑ•๏ผˆ็ฌฌๅ…ซ็ซ ๏ฝž็ฌฌๅไบŒ็ซ ๏ผ‰๏ผŒๅœจ่ฟ™ไธ€้ƒจๅˆ†๏ผŒไฝ ็š„ๆ™บ่ƒฝไฝ“ๅฐ†โ€œๅญฆไผšโ€ๆ€่€ƒไธŽๅไฝœใ€‚ๆˆ‘ไปฌๅฐ†ไฝฟ็”จ็ฌฌไบŒ้ƒจๅˆ†็š„่‡ช็ ”ๆก†ๆžถ๏ผŒๆทฑๅ…ฅๆŽข็ดข่ฎฐๅฟ†ไธŽๆฃ€็ดขใ€ไธŠไธ‹ๆ–‡ๅทฅ็จ‹ใ€Agent ่ฎญ็ปƒ็ญ‰ๆ ธๅฟƒๆŠ€ๆœฏ๏ผŒๅนถๅญฆไน ๅคšๆ™บ่ƒฝไฝ“้—ด็š„้€šไฟกๅ่ฎฎใ€‚ๆœ€็ปˆ๏ผŒไฝ ๅฐ†ๆŽŒๆก่ฏ„ไผฐๆ™บ่ƒฝไฝ“็ณป็ปŸๆ€ง่ƒฝ็š„ไธ“ไธšๆ–นๆณ•ใ€‚

  • ็ฌฌๅ››้ƒจๅˆ†๏ผš็ปผๅˆๆกˆไพ‹่ฟ›้˜ถ๏ผˆ็ฌฌๅไธ‰็ซ ๏ฝž็ฌฌๅไบ”็ซ ๏ผ‰๏ผŒ่ฟ™้‡Œๆ˜ฏ็†่ฎบไธŽๅฎž่ทต็š„ไบคๆฑ‡็‚นใ€‚ไฝ ๅฐ†ๆŠŠๆ‰€ๅญฆ่žไผš่ดฏ้€š๏ผŒไบฒๆ‰‹ๆ‰“้€ ๆ™บ่ƒฝๆ—…่กŒๅŠฉๆ‰‹ใ€่‡ชๅŠจๅŒ–ๆทฑๅบฆ็ ”็ฉถๆ™บ่ƒฝไฝ“๏ผŒไนƒ่‡ณไธ€ไธชๆจกๆ‹Ÿ็คพไผšๅŠจๆ€็š„่ต›ๅšๅฐ้•‡๏ผŒๅœจ็œŸๅฎžๆœ‰่ถฃ็š„้กน็›ฎไธญๆทฌ็‚ผไฝ ็š„ๆž„ๅปบ่ƒฝๅŠ›ใ€‚

  • ็ฌฌไบ”้ƒจๅˆ†๏ผšๆฏ•ไธš่ฎพ่ฎกๅŠๆœชๆฅๅฑ•ๆœ›๏ผˆ็ฌฌๅๅ…ญ็ซ ๏ผ‰๏ผŒๅœจๆ—…็จ‹็š„็ปˆ็‚น๏ผŒไฝ ๅฐ†่ฟŽๆฅไธ€ไธชๆฏ•ไธš่ฎพ่ฎก๏ผŒๆž„ๅปบไธ€ไธชๅฎŒๆ•ด็š„ใ€ๅฑžไบŽไฝ ่‡ชๅทฑ็š„ๅคšๆ™บ่ƒฝไฝ“ๅบ”็”จ๏ผŒๅ…จ้ขๆฃ€้ชŒไฝ ็š„ๅญฆไน ๆˆๆžœใ€‚ๆˆ‘ไปฌ่ฟ˜ๅฐ†ไธŽไฝ ไธ€ๅŒๅฑ•ๆœ›ๆ™บ่ƒฝไฝ“็š„ๆœชๆฅ๏ผŒๆŽข็ดขๆฟ€ๅŠจไบบๅฟƒ็š„ๅ‰ๆฒฟๆ–นๅ‘ใ€‚

โ€ƒโ€ƒๆ™บ่ƒฝไฝ“ๆ˜ฏไธ€ไธช้ฃž้€Ÿๅ‘ๅฑ•ไธ”ๆžๅบฆไพ่ต–ๅฎž่ทต็š„้ข†ๅŸŸใ€‚ไธบไบ†่Žทๅพ—ๆœ€ไฝณ็š„ๅญฆไน ๆ•ˆๆžœ๏ผŒๆˆ‘ไปฌๅœจ้กน็›ฎ็š„codeๆ–‡ไปถๅคนๅ†…ๆไพ›ไบ†้…ๅฅ—็š„ๅ…จ้ƒจไปฃ็ ๏ผŒๅผบ็ƒˆๅปบ่ฎฎไฝ ๅฐ†็†่ฎบไธŽๅฎž่ทต็›ธ็ป“ๅˆใ€‚่ฏทๅŠกๅฟ…ไบฒๆ‰‹่ฟ่กŒใ€่ฐƒ่ฏ•็”š่‡ณไฟฎๆ”น้กน็›ฎ้‡Œๆไพ›็š„ๆฏไธ€ไปฝไปฃ็ ใ€‚ๆฌข่ฟŽไฝ ้šๆ—ถๅ…ณๆณจ Datawhale ไปฅๅŠๅ…ถไป– Agent ็›ธๅ…ณ็คพๅŒบ๏ผŒๅฝ“้‡ๅˆฐ้—ฎ้ข˜ๆ—ถ๏ผŒไฝ ๅฏไปฅ้šๆ—ถๅœจๆœฌ้กน็›ฎ็š„ issue ๅŒบๆ้—ฎใ€‚

โ€ƒโ€ƒ็Žฐๅœจ๏ผŒๅ‡†ๅค‡ๅฅฝ่ฟ›ๅ…ฅๆ™บ่ƒฝไฝ“็š„ๅฅ‡ๅฆ™ไธ–็•Œไบ†ๅ—๏ผŸ่ฎฉๆˆ‘ไปฌๅณๅˆปๅฏ็จ‹๏ผ

ไธ‹ไธ€ๆญฅ่ง„ๅˆ’

  • ่ง†้ข‘่ฏพ็จ‹้™†็ปญๆ”พๅ‡บ๏ผˆๅฐ†ไผšๆ›ดๅŠ ็ป†่‡ด๏ผŒๅฎž่ทต่ฏพๅธฆ้ข†ๅคงๅฎถไปŽ่ฎพ่ฎกๆ€่ทฏๅˆฐๅฎžๆ–ฝ๏ผŒๆŽˆไบบไปฅ้ฑผไนŸๆŽˆไบบไปฅๆธ”๏ผ‰
  • HelloAgentsๆก†ๆžถๅทฒ็ปๆ›ดๆ–ฐV1.0.0็‰ˆๆœฌ๏ผŒๅฐ†ไผš็ปง็ปญๅฎŒๅ–„๏ผŒๅขžๅŠ ๆ›ดๅคšๅฅฝ็”จ๏ผŒ่ฝป้‡ๅŒ–็š„ๅทฅๅ…ทๅ’Œ็‰นๆ€ง๏ผŒๅ…ผๅฎนๅญฆไน ็‰ˆๆœฌใ€‚
  • 2026ๅนด5ๆœˆๆ›ดๆ–ฐๆ™บ่ƒฝไฝ“ๆœ€ๆ–ฐๅญฆไน ่ทฏ็บฟ, ็‚นๅ‡ป ๆŸฅ่ฏข
  • ๆ„Ÿ่ฐขๅคงๅฎถๅŠฉๅŠ›7W Star! ็Žฐๅœจๆไพ›่ฐƒๆŸฅ้—ฎๅท๏ผŒไพ›ๅคงๅฎถๅกซๅ†™่‡ชๅทฑ้œ€่ฆๅญฆไน ็š„ๆ™บ่ƒฝไฝ“ๅ†…ๅฎนใ€‚ๅŽ็ปญไฝœๅ“ใ€ŠไปŽ้›ถๅผ€ๅง‹่ฎญ็ปƒๆ™บ่ƒฝไฝ“ใ€‹๏ผŒๅธฎๅŠฉๆฏไธ€ไธชๅญฆไน ่€…ๆŽŒๆกไปŽ้›ถๅˆฐไธ€่ฎญ็ปƒ่‡ชๅฎšไน‰ๅœบๆ™ฏๆ™บ่ƒฝไฝ“ๆจกๅž‹็š„่ƒฝๅŠ›ใ€‚
่ฏป่€…ๅ้ฆˆ้—ฎๅท

ๆ‰ซๆไบŒ็ปด็ ๅกซๅ†™ๅ้ฆˆๆ„่ง๏ผŒๅŠฉๅŠ›ๆ–ฐ้กน็›ฎๅ…ฑๅŒๆˆ้•ฟ

๐Ÿค ๅฆ‚ไฝ•่ดก็Œฎ

ๆˆ‘ไปฌๆ˜ฏไธ€ไธชๅผ€ๆ”พ็š„ๅผ€ๆบ็คพๅŒบ๏ผŒๆฌข่ฟŽไปปไฝ•ๅฝขๅผ็š„่ดก็Œฎ๏ผ

  • ๐Ÿ› ๆŠฅๅ‘Š Bug - ๅ‘็Žฐๅ†…ๅฎนๆˆ–ไปฃ็ ้—ฎ้ข˜๏ผŒ่ฏทๆไบค Issue
  • ๐Ÿ’ก ๆๅ‡บๅปบ่ฎฎ - ๅฏน้กน็›ฎๆœ‰ๅฅฝๆƒณๆณ•๏ผŒๆฌข่ฟŽๅ‘่ตท่ฎจ่ฎบ
  • ๐Ÿ“ ๅฎŒๅ–„ๅ†…ๅฎน - ๅธฎๅŠฉๆ”น่ฟ›ๆ•™็จ‹๏ผŒๆไบคไฝ ็š„ Pull Request
  • โœ๏ธ ๅˆ†ไบซๅฎž่ทต - ๅœจ"็คพๅŒบ่ดก็Œฎ็ฒพ้€‰"ไธญๅˆ†ไบซไฝ ็š„ๅญฆไน ็ฌ”่ฎฐๅ’Œ้กน็›ฎ

๐Ÿ™ ่‡ด่ฐข

ๆ ธๅฟƒ่ดก็Œฎ่€…

Extra-Chapter ่ดก็Œฎ่€…

็‰นๅˆซๆ„Ÿ่ฐข

  • ๆ„Ÿ่ฐข @Sm1les ๅฏนๆœฌ้กน็›ฎ็š„ๅธฎๅŠฉไธŽๆ”ฏๆŒ
  • ๆ„Ÿ่ฐขๆ‰€ๆœ‰ไธบๆœฌ้กน็›ฎๅšๅ‡บ่ดก็Œฎ็š„ๅผ€ๅ‘่€…ไปฌ โค๏ธ

Star History

Datawhale

โญ ๅฆ‚ๆžœ่ฟ™ไธช้กน็›ฎๅฏนไฝ ๆœ‰ๅธฎๅŠฉ๏ผŒ่ฏท็ป™ๆˆ‘ไปฌไธ€ไธช Star๏ผ

่ฏป่€…ไบคๆต็พค

่ฏป่€…็พคไบŒ็ปด็ 

ๆ‰ซๆไบŒ็ปด็ ๅŠ ๅ…ฅ่ฏป่€…ไบคๆต็พค๏ผŒไธŽๆ›ดๅคšๅญฆไน ่€…ไบคๆต่ฎจ่ฎบ

ๅ…ณไบŽ Datawhale

Datawhale

ๆ‰ซๆไบŒ็ปด็ ๅ…ณๆณจ Datawhale ๅ…ฌไผ—ๅท๏ผŒ่Žทๅ–ๆ›ดๅคšไผ˜่ดจๅผ€ๆบๅ†…ๅฎน

๐ŸŽ“ ๅผ•็”จ

ๅฆ‚ๆžœ Hello-Agents ๅฏนๆ‚จ็š„็ ”็ฉถๆˆ–ๅทฅไฝœๆœ‰ๆ‰€ๅธฎๅŠฉ๏ผŒๆฌข่ฟŽๅผ•็”จ๏ผš

@misc{hello_agents2025,
  title  = {Hello-Agents: Building an AI Agent from Scratch},
  author = {Sizhou Chen and Tao Sun and Shufan Jiang and Peilin Huang and Xinmin Zeng and Hao Hu and Xinzhong Zhu and all Hello-Agents contributors},
  year   = {2025},
  url    = {https://github.com/datawhalechina/Hello-Agents},
  note   = {GitHub repository}
}

๐Ÿ“œ ๅผ€ๆบๅ่ฎฎ

ๆœฌไฝœๅ“้‡‡็”จ็Ÿฅ่ฏ†ๅ…ฑไบซ็ฝฒๅ-้žๅ•†ไธšๆ€งไฝฟ็”จ-็›ธๅŒๆ–นๅผๅ…ฑไบซ 4.0 ๅ›ฝ้™…่ฎธๅฏๅ่ฎฎ่ฟ›่กŒ่ฎธๅฏใ€‚

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  1. Hello-Agents V1.0.3 20260717V1.0.3Jul 17, 20262.7K downloads

    ๅŸบไบŽ 2026 ๅนด 7 ๆœˆ 17 ๆ—ฅๆœ€ๆ–ฐๅ†…ๅฎนๅˆถไฝœ็š„ Hello-Agents V1.0.3 ไธญ่‹ฑๆ–‡ PDF ๆญฃๅผๅ‘ๅธƒ๏ผ > ๆœฌๆฌกๆ›ดๆ–ฐไปฅไฟฎๆญฃๆ–‡ๆกฃ้—ฎ้ข˜ใ€ไผ˜ๅŒ–ๅ†…ๅฎน็ป†่Š‚ๅ’Œๆๅ‡้˜…่ฏปไฝ“้ชŒไธบไธปใ€‚ๅŒๆญฅๆ”ถๅฝ•่‡ช V1.0.2 ๅ‘ๅธƒไปฅๆฅ็š„ๆ–‡ๆกฃไฟฎ่ฎข๏ผŒไฟฎๅคไบ†้กต้ขๆ˜พ็คบใ€ๅ†…ๅฎน่กจ่ฟฐใ€ไปฃ็ ็คบไพ‹ๅŠ้“พๆŽฅๅฏผ่ˆช็ญ‰้—ฎ้ข˜ใ€‚ๆ•ดไฝ“็ซ ่Š‚็ป“ๆž„ไธŽๅ†…ๅฎนไฝ“้‡ๅ˜ๅŒ–ไธๅคงใ€‚ ### ๆœฌๆฌกๆ›ดๆ–ฐ - ๅŒๆญฅ Hello-Agents ้กน็›ฎๆˆช่‡ณ 2026 ๅนด 7 ๆœˆ 17 ๆ—ฅ็š„ๆœ€ๆ–ฐๆญฃๆ–‡ - ไฟฎๅค V1.0.2 ๅ‘ๅธƒไปฅๆฅๅ‘็Žฐ็š„ๆ–‡ๆกฃ Bug ไธŽๅ†…ๅฎน้”™่ฏฏ - ไผ˜ๅŒ–้ƒจๅˆ†ไปฃ็ ใ€ๅ…ฌๅผใ€ๅ›พ็‰‡ๅ’Œ้กต้ขๆ˜พ็คบๆ•ˆๆžœ - PDF ๅ†…ๅฎนๅฏผ่ˆชๆ”นไธบ GitHub ็ปๅฏนๅœฐๅ€๏ผŒๅฏ็›ดๆŽฅ็‚นๅ‡ป่ฎฟ้—ฎๅฏนๅบ”็ซ ่Š‚ - ๅŒๆญฅๆ›ดๆ–ฐไธญๆ–‡ไธŽ่‹ฑๆ–‡็‰ˆๆœฌ - PDF ไป…ไฟ็•™ๆ•™็จ‹ๆญฃๆ–‡๏ผŒไธๅŒ…ๅซ Extra Chapter ๆœฌ Hello-Agents PDF ๆ•™็จ‹ๅฎŒๅ…จๅผ€ๆบๅ…่ดนใ€‚ไธบ้˜ฒๆญขๅ„็ฑป่ฅ้”€ๅทๆทปๅŠ ๆฐดๅฐๅŽๅ‘ๆ™บ่ƒฝไฝ“็ณป็ปŸๅˆๅญฆ่€…ๅ€’ๅ–๏ผŒๆˆ‘ไปฌๅœจๆญฃๅผๅ‘ๅธƒ็š„ PDF ๆ–‡ไปถไธญ้ข„ๅ…ˆๆทปๅŠ ไบ†ไธๅฝฑๅ“้˜…่ฏป็š„ Datawhale ๅผ€ๆบๆ ‡ๅฟ—ๆฐดๅฐ๏ผŒๆ•ฌ่ฏท่ฐ…่งฃ๏ฝž This Hello-Agents PDF tutorial is completely open source and free. To prevent third parties from adding their own watermarks and reselling it to beginners, we have included a subtle Datawhale open-source watermark in the official PDF files without affecting readability. Thank you for your understanding. ๅœจ็บฟ้˜…่ฏปๅœฐๅ€๏ผšhttps://datawhalechina.github.io/hello-agents Hello-Agents๏ผšhttps://github.com/datawhalechina/hello-agents Datawhale๏ผšhttps://www.datawhale.cn/home Hello-Agents PDF ๅ›ฝๅ†…ไธ‹่ฝฝๅœฐๅ€๏ผšhttps://www.datawhale.cn/learn/summary/239

  2. Hello-agents V1.0.2 20260210V1.0.2Feb 10, 202613.5K downloads

    ๅŸบไบŽ2026ๅนด2ๆœˆ10ๆ—ฅไธบๆญข็š„ Hello-Agents ๅ…จๆ–ฐPDFๅ‘ๅธƒ๏ผ > ไฟฎๅคไบ†ๅœจ้กน็›ฎๅ‘ๅธƒๅŽ็š„ไธ‰ไธชๆœˆๅ†…ๆ‰€ๆœ‰็š„้กต้ขๆ˜พ็คบ้—ฎ้ข˜ใ€ไบ‹ๅฎž้”™่ฏฏ้—ฎ้ข˜ใ€ไปฃ็ ๆŠฅ้”™้—ฎ้ข˜็ญ‰็ญ‰... ๆœฌ Hello-Agents PDF ๆ•™็จ‹ๅฎŒๅ…จๅผ€ๆบๅ…่ดนใ€‚ไธบ้˜ฒๆญขๅ„็ฑป่ฅ้”€ๅทๅŠ ๆฐดๅฐๅŽ่ดฉๅ–็ป™ๅคšๆ™บ่ƒฝไฝ“็ณป็ปŸๅˆๅญฆ่€…๏ผŒๆˆ‘ไปฌ็‰นๅœฐๅœจ PDF ๆ–‡ไปถไธญ้ข„ๅ…ˆๆทปๅŠ ไบ†ไธๅฝฑๅ“้˜…่ฏป็š„ Datawhale ๅผ€ๆบๆ ‡ๅฟ—ๆฐดๅฐ๏ผŒๆ•ฌ่ฏท่ฐ…่งฃ๏ฝž This Hello-Agents PDF tutorial is completely open source and free. To prevent various marketing accounts from adding watermarks and reselling it to beginners of multi-agent systems, we have specially added a Datawhale open-source watermark to the PDF file without affecting readability. Thank you for your understanding. ๅœจ็บฟ้˜…่ฏปๅœฐๅ€๏ผšhttps://datawhalechina.github.io/hello-agents Hello-agents๏ผšhttps://github.com/datawhalechina/hello-agents Datawhale ๏ผšhttps://www.datawhale.cn/home Hello-agents PDF ๅ›ฝๅ†…ไธ‹่ฝฝๅœฐๅ€ : https://www.datawhale.cn/learn/summary/239

  3. Hello-agents V1.0.0 20251103V1.0.0Nov 3, 202510.4K downloads

    _**ๆœฌ Hello-Agents PDF ๆ•™็จ‹ๅฎŒๅ…จๅผ€ๆบๅ…่ดนใ€‚ไธบ้˜ฒๆญขๅ„็ฑป่ฅ้”€ๅทๅŠ ๆฐดๅฐๅŽ่ดฉๅ–็ป™ๅคšๆ™บ่ƒฝไฝ“็ณป็ปŸๅˆๅญฆ่€…๏ผŒๆˆ‘ไปฌ็‰นๅœฐๅœจ PDF ๆ–‡ไปถไธญ้ข„ๅ…ˆๆทปๅŠ ไบ†ไธๅฝฑๅ“้˜…่ฏป็š„ Datawhale ๅผ€ๆบๆ ‡ๅฟ—ๆฐดๅฐ๏ผŒๆ•ฌ่ฏท่ฐ…่งฃ๏ฝž**_ **_This Hello-Agents PDF tutorial is completely open source and free. To prevent various marketing accounts from adding watermarks and reselling it to beginners of multi-agent systems, we have specially added a Datawhale open-source watermark to the PDF file without affecting readability. Thank you for your understanding._** > ๅœจ็บฟ้˜…่ฏปๅœฐๅ€๏ผšhttps://datawhalechina.github.io/hello-agents Hello-agents๏ผšhttps://github.com/datawhalechina/hello-agents Datawhale ๏ผšhttps://www.datawhale.cn/home Hello-agents PDF ๅ›ฝๅ†…ไธ‹่ฝฝๅœฐๅ€ : https://www.datawhale.cn/learn/summary/239

Code frequency

additions and deletions
+34.1K-34.1KWeek of 2025-09-07: +7,600 linesWeek of 2025-09-07: -2,068 linesWeek of 2025-09-14: +3,712 linesWeek of 2025-09-14: -117 linesWeek of 2025-09-21: +3,602 linesWeek of 2025-09-21: -331 linesWeek of 2025-09-28: +8,287 linesWeek of 2025-09-28: -1,096 linesWeek of 2025-10-05: +13,088 linesWeek of 2025-10-05: -350 linesWeek of 2025-10-12: +27,525 linesWeek of 2025-10-12: -2,937 linesWeek of 2025-10-19: +17,656 linesWeek of 2025-10-19: -1,384 linesWeek of 2025-10-26: +7,934 linesWeek of 2025-10-26: -8,055 linesWeek of 2025-11-02: +34,081 linesWeek of 2025-11-02: -2,173 linesWeek of 2025-11-09: +4,895 linesWeek of 2025-11-09: -305 linesWeek of 2025-11-16: +11,079 linesWeek of 2025-11-16: -4,463 linesWeek of 2025-11-23: +20,874 linesWeek of 2025-11-23: -849 linesWeek of 2025-11-30: +759 linesWeek of 2025-11-30: -610 linesWeek of 2025-12-07: +4,858 linesWeek of 2025-12-07: -2,435 linesWeek of 2025-12-14: +2,490 linesWeek of 2025-12-14: -1,621 linesWeek of 2025-12-21: +20,668 linesWeek of 2025-12-21: -68 linesWeek of 2025-12-28: +13,548 linesWeek of 2025-12-28: -237 linesWeek of 2026-01-04: +829 linesWeek of 2026-01-04: -742 linesWeek of 2026-01-11: +3,928 linesWeek of 2026-01-11: -287 linesWeek of 2026-01-18: +3,857 linesWeek of 2026-01-18: -3,816 linesWeek of 2026-01-25: +17,264 linesWeek of 2026-01-25: -5,843 linesWeek of 2026-02-01: +1,150 linesWeek of 2026-02-01: -1,059 linesWeek of 2026-02-08: +55 linesWeek of 2026-02-08: -42 linesWeek of 2026-02-15: +753 linesWeek of 2026-02-15: -0 linesWeek of 2026-02-22: +3,774 linesWeek of 2026-02-22: -2,424 linesWeek of 2026-03-01: +17,741 linesWeek of 2026-03-01: -1,236 linesWeek of 2026-03-08: +90 linesWeek of 2026-03-08: -107 linesWeek of 2026-03-15: +5,129 linesWeek of 2026-03-15: -3 linesWeek of 2026-03-22: +4,923 linesWeek of 2026-03-22: -24 linesWeek of 2026-03-29: +0 linesWeek of 2026-03-29: -0 linesWeek of 2026-04-05: +2,822 linesWeek of 2026-04-05: -14 linesWeek of 2026-04-12: +6,217 linesWeek of 2026-04-12: -2 linesWeek of 2026-04-19: +3,880 linesWeek of 2026-04-19: -244 linesWeek of 2026-04-26: +8,690 linesWeek of 2026-04-26: -6 linesWeek of 2026-05-03: +26,354 linesWeek of 2026-05-03: -6 linesWeek of 2026-05-10: +4,127 linesWeek of 2026-05-10: -127 linesWeek of 2026-05-17: +224 linesWeek of 2026-05-17: -132 linesWeek of 2026-05-24: +4,667 linesWeek of 2026-05-24: -4,556 linesWeek of 2026-05-31: +31,128 linesWeek of 2026-05-31: -4,245 linesWeek of 2026-06-07: +30 linesWeek of 2026-06-07: -30 linesWeek of 2026-06-14: +6 linesWeek of 2026-06-14: -5 linesWeek of 2026-06-21: +30 linesWeek of 2026-06-21: -19 linesWeek of 2026-06-28: +363 linesWeek of 2026-06-28: -0 linesWeek of 2026-07-05: +1,123 linesWeek of 2026-07-05: -6 linesWeek of 2026-07-12: +0 linesWeek of 2026-07-12: -0 linesWeek of 2026-07-19: +3,320 linesWeek of 2026-07-19: -0 linesWeek of 2026-07-26: +1,747 linesWeek of 2026-07-26: -0 linesWeek of 2026-08-02: +27 linesWeek of 2026-08-02: -27 linesSep 7, 2025Aug 2, 2026
+356.9K lines added, -54.1K removed over the last year.

Commits per week

last 52 weeks
820Week of 2025-08-10: 0 commitsWeek of 2025-08-17: 0 commitsWeek of 2025-08-24: 0 commitsWeek of 2025-08-31: 0 commitsWeek of 2025-09-07: 60 commitsWeek of 2025-09-14: 5 commitsWeek of 2025-09-21: 27 commitsWeek of 2025-09-28: 16 commitsWeek of 2025-10-05: 13 commitsWeek of 2025-10-12: 40 commitsWeek of 2025-10-19: 82 commitsWeek of 2025-10-26: 32 commitsWeek of 2025-11-02: 51 commitsWeek of 2025-11-09: 27 commitsWeek of 2025-11-16: 12 commitsWeek of 2025-11-23: 16 commitsWeek of 2025-11-30: 9 commitsWeek of 2025-12-07: 8 commitsWeek of 2025-12-14: 15 commitsWeek of 2025-12-21: 20 commitsWeek of 2025-12-28: 10 commitsWeek of 2026-01-04: 15 commitsWeek of 2026-01-11: 29 commitsWeek of 2026-01-18: 6 commitsWeek of 2026-01-25: 16 commitsWeek of 2026-02-01: 7 commitsWeek of 2026-02-08: 11 commitsWeek of 2026-02-15: 1 commitsWeek of 2026-02-22: 9 commitsWeek of 2026-03-01: 9 commitsWeek of 2026-03-08: 3 commitsWeek of 2026-03-15: 2 commitsWeek of 2026-03-22: 5 commitsWeek of 2026-03-29: 0 commitsWeek of 2026-04-05: 5 commitsWeek of 2026-04-12: 5 commitsWeek of 2026-04-19: 4 commitsWeek of 2026-04-26: 11 commitsWeek of 2026-05-03: 4 commitsWeek of 2026-05-10: 7 commitsWeek of 2026-05-17: 5 commitsWeek of 2026-05-24: 5 commitsWeek of 2026-05-31: 9 commitsWeek of 2026-06-07: 3 commitsWeek of 2026-06-14: 2 commitsWeek of 2026-06-21: 1 commitsWeek of 2026-06-28: 1 commitsWeek of 2026-07-05: 3 commitsWeek of 2026-07-12: 0 commitsWeek of 2026-07-19: 1 commitsWeek of 2026-07-26: 1 commitsWeek of 2026-08-02: 2 commitsAug 10, 2025Aug 2, 2026
625 commits in the last 52 weeks.

When work happens

weekday and hour
SunMonTueWedThuFriSat036912151821Sun 0:00 โ€” 4 commitsSun 1:00 โ€” 3 commitsSun 2:00 โ€” 0 commitsSun 3:00 โ€” 3 commitsSun 4:00 โ€” 1 commitsSun 5:00 โ€” 0 commitsSun 6:00 โ€” 0 commitsSun 7:00 โ€” 0 commitsSun 8:00 โ€” 0 commitsSun 9:00 โ€” 0 commitsSun 10:00 โ€” 2 commitsSun 11:00 โ€” 0 commitsSun 12:00 โ€” 0 commitsSun 13:00 โ€” 1 commitsSun 14:00 โ€” 0 commitsSun 15:00 โ€” 8 commitsSun 16:00 โ€” 11 commitsSun 17:00 โ€” 13 commitsSun 18:00 โ€” 10 commitsSun 19:00 โ€” 5 commitsSun 20:00 โ€” 4 commitsSun 21:00 โ€” 18 commitsSun 22:00 โ€” 21 commitsSun 23:00 โ€” 5 commitsMon 0:00 โ€” 9 commitsMon 1:00 โ€” 4 commitsMon 2:00 โ€” 8 commitsMon 3:00 โ€” 0 commitsMon 4:00 โ€” 0 commitsMon 5:00 โ€” 0 commitsMon 6:00 โ€” 0 commitsMon 7:00 โ€” 0 commitsMon 8:00 โ€” 0 commitsMon 9:00 โ€” 1 commitsMon 10:00 โ€” 1 commitsMon 11:00 โ€” 7 commitsMon 12:00 โ€” 7 commitsMon 13:00 โ€” 4 commitsMon 14:00 โ€” 3 commitsMon 15:00 โ€” 9 commitsMon 16:00 โ€” 10 commitsMon 17:00 โ€” 7 commitsMon 18:00 โ€” 8 commitsMon 19:00 โ€” 5 commitsMon 20:00 โ€” 12 commitsMon 21:00 โ€” 6 commitsMon 22:00 โ€” 2 commitsMon 23:00 โ€” 10 commitsTue 0:00 โ€” 6 commitsTue 1:00 โ€” 13 commitsTue 2:00 โ€” 1 commitsTue 3:00 โ€” 2 commitsTue 4:00 โ€” 0 commitsTue 5:00 โ€” 1 commitsTue 6:00 โ€” 0 commitsTue 7:00 โ€” 0 commitsTue 8:00 โ€” 2 commitsTue 9:00 โ€” 6 commitsTue 10:00 โ€” 2 commitsTue 11:00 โ€” 3 commitsTue 12:00 โ€” 1 commitsTue 13:00 โ€” 9 commitsTue 14:00 โ€” 6 commitsTue 15:00 โ€” 6 commitsTue 16:00 โ€” 6 commitsTue 17:00 โ€” 14 commitsTue 18:00 โ€” 5 commitsTue 19:00 โ€” 9 commitsTue 20:00 โ€” 11 commitsTue 21:00 โ€” 5 commitsTue 22:00 โ€” 2 commitsTue 23:00 โ€” 6 commitsWed 0:00 โ€” 3 commitsWed 1:00 โ€” 4 commitsWed 2:00 โ€” 6 commitsWed 3:00 โ€” 1 commitsWed 4:00 โ€” 1 commitsWed 5:00 โ€” 0 commitsWed 6:00 โ€” 1 commitsWed 7:00 โ€” 2 commitsWed 8:00 โ€” 0 commitsWed 9:00 โ€” 1 commitsWed 10:00 โ€” 0 commitsWed 11:00 โ€” 4 commitsWed 12:00 โ€” 4 commitsWed 13:00 โ€” 3 commitsWed 14:00 โ€” 4 commitsWed 15:00 โ€” 2 commitsWed 16:00 โ€” 4 commitsWed 17:00 โ€” 3 commitsWed 18:00 โ€” 8 commitsWed 19:00 โ€” 1 commitsWed 20:00 โ€” 11 commitsWed 21:00 โ€” 4 commitsWed 22:00 โ€” 7 commitsWed 23:00 โ€” 1 commitsThu 0:00 โ€” 8 commitsThu 1:00 โ€” 4 commitsThu 2:00 โ€” 1 commitsThu 3:00 โ€” 2 commitsThu 4:00 โ€” 0 commitsThu 5:00 โ€” 0 commitsThu 6:00 โ€” 0 commitsThu 7:00 โ€” 0 commitsThu 8:00 โ€” 0 commitsThu 9:00 โ€” 2 commitsThu 10:00 โ€” 1 commitsThu 11:00 โ€” 5 commitsThu 12:00 โ€” 3 commitsThu 13:00 โ€” 1 commitsThu 14:00 โ€” 6 commitsThu 15:00 โ€” 6 commitsThu 16:00 โ€” 6 commitsThu 17:00 โ€” 8 commitsThu 18:00 โ€” 8 commitsThu 19:00 โ€” 10 commitsThu 20:00 โ€” 5 commitsThu 21:00 โ€” 4 commitsThu 22:00 โ€” 4 commitsThu 23:00 โ€” 4 commitsFri 0:00 โ€” 3 commitsFri 1:00 โ€” 2 commitsFri 2:00 โ€” 4 commitsFri 3:00 โ€” 0 commitsFri 4:00 โ€” 0 commitsFri 5:00 โ€” 0 commitsFri 6:00 โ€” 0 commitsFri 7:00 โ€” 0 commitsFri 8:00 โ€” 3 commitsFri 9:00 โ€” 0 commitsFri 10:00 โ€” 7 commitsFri 11:00 โ€” 1 commitsFri 12:00 โ€” 3 commitsFri 13:00 โ€” 0 commitsFri 14:00 โ€” 3 commitsFri 15:00 โ€” 2 commitsFri 16:00 โ€” 1 commitsFri 17:00 โ€” 5 commitsFri 18:00 โ€” 2 commitsFri 19:00 โ€” 3 commitsFri 20:00 โ€” 4 commitsFri 21:00 โ€” 3 commitsFri 22:00 โ€” 1 commitsFri 23:00 โ€” 3 commitsSat 0:00 โ€” 5 commitsSat 1:00 โ€” 4 commitsSat 2:00 โ€” 0 commitsSat 3:00 โ€” 0 commitsSat 4:00 โ€” 1 commitsSat 5:00 โ€” 1 commitsSat 6:00 โ€” 0 commitsSat 7:00 โ€” 0 commitsSat 8:00 โ€” 2 commitsSat 9:00 โ€” 0 commitsSat 10:00 โ€” 1 commitsSat 11:00 โ€” 1 commitsSat 12:00 โ€” 3 commitsSat 13:00 โ€” 3 commitsSat 14:00 โ€” 3 commitsSat 15:00 โ€” 4 commitsSat 16:00 โ€” 5 commitsSat 17:00 โ€” 3 commitsSat 18:00 โ€” 7 commitsSat 19:00 โ€” 3 commitsSat 20:00 โ€” 8 commitsSat 21:00 โ€” 12 commitsSat 22:00 โ€” 4 commitsSat 23:00 โ€” 7 commits
Commit volume by weekday and hour (UTC). Larger dots mean more commits.
DateListRankStars gained
May 13, 2026daily#20+56
May 11, 2026daily#9+154
May 10, 2026daily#14+190
May 9, 2026daily#12+160
May 8, 2026daily#20+51
May 7, 2026daily#14+64
Mar 2, 2026daily#24+153
Feb 26, 2026daily#19+182
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