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camel-ai.org

README.md

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Hello, AI enthusiasts! 你儽ļ¼ŒAIēˆ±å„½č€…们! Ł…Ų±Ų­ŲØŁ‹Ų§ ŲØŁ…Ų­ŲØŁ‘ŁŠ Ų§Ł„Ų°ŁƒŲ§Ų” Ų§Ł„Ų§ŲµŲ·Ł†Ų§Ų¹ŁŠ!

At CAMEL-AI, we have a simple yet profound belief:

We believe that scaling up multi-agent systems is a pathway toward AGI. Our Mission is clear: Finding the Scaling Laws of Agents. Intelligence emerges from diversity, not a single perfect principle. Multi-agent systems naturally follow "divide and conquer" approaches, breaking down complex problems across multiple specialized agents. Since 2023, we've been building the first multi-agent framework CAMEL

āœØ We're focused on 3 dimensions of agent scaling laws:

We're creating the infrastructure from frameworks to applications. Although we're far from our ultimate goal, the journey excites us. We believe in multi-agent systems as the future of AI.

åœØCAMEL-AIļ¼Œęˆ‘们ē§‰ęŒäø€äøŖē®€å•č€Œę·±åˆ»ēš„äæ”åæµļ¼š

ęˆ‘ä»¬ē›øäæ”ļ¼Œę‰©å¤§å¤šę™ŗčƒ½ä½“ē³»ē»Ÿēš„规ęØ”ę˜Æ通往通ē”Øäŗŗå·„ę™ŗčƒ½ēš„äø€ę”č·Æå¾„ć€‚ęˆ‘ä»¬ēš„ä½æ命ęø…ę™°ę˜Žē”®ļ¼šęŽ¢ē“¢ę™ŗčƒ½ä½“ēš„ę‰©å±•ę³•åˆ™ć€‚ę™ŗčƒ½ęŗäŗŽå¤šę ·ę€§ļ¼Œč€Œéžå•äø€å®Œē¾ŽåŽŸåˆ™ć€‚多ę™ŗčƒ½ä½“ē³»ē»Ÿå¤©ē„¶éµå¾Ŗ"åˆ†č€Œę²»ä¹‹"ē­–ē•„ļ¼Œé€ščæ‡å¤šäøŖäø“äøšåŒ–ę™ŗčƒ½ä½“åˆ†č§£å¤ę‚é—®é¢˜ć€‚č‡Ŗ2023å¹“čµ·ļ¼Œęˆ‘们Ꞅå»ŗäŗ†é¦–äøŖ多ę™ŗčƒ½ä½“ę”†ęž¶CAMEL

āœØ ęˆ‘ä»¬äø“ę³ØäŗŽę™ŗčƒ½ä½“ę‰©å±•ę³•åˆ™ēš„äø‰å¤§ē»“åŗ¦ļ¼š

  • ę™ŗčƒ½ä½“ę•°é‡
     通č懚Ÿ« CAMELꔆꞶ 到ęØ”ę‹Ÿē™¾äø‡ē¤¾ä¼šę™ŗčƒ½ä½“ēš„šŸļø OASIS

  • ēŽÆ境äŗ¤äŗ’
     ä½æē”ØšŸ¦€ļø CRAB和šŸ¦‰ OWL处ē†č®”ē®—ęœŗę“ä½œļ¼›šŸŒŠ SEAäøŗꌁē»­čæ›åŒ–ęž„å»ŗå¼ŗ化学习ēŽÆ境

  • ę™ŗčƒ½čæ›åŒ–
     [CAMELēš„RAG & GraphRAG]ä½æę™ŗčƒ½ä½“čƒ½č®æ问外éƒØēŸ„čƆåŗ“ļ¼›šŸ‰ é¾™č®”åˆ’é€ščæ‡ę™ŗčƒ½ä½“ē”ŸęˆåÆéŖŒčƁēš„åˆęˆę•°ę®

ęˆ‘ä»¬ę­£åœØꞄå»ŗä»Žę”†ęž¶åˆ°åŗ”ē”Øēš„åŸŗē”€č®¾ę–½ć€‚č™½ē¦»ē»ˆęžē›®ę ‡å°ščæœļ¼Œä½†ęŽ¢ē“¢čæ‡ē؋令äŗŗęŒÆå„‹ć€‚ęˆ‘ä»¬åšäæ”多ę™ŗčƒ½ä½“ē³»ē»Ÿę˜ÆAIēš„ęœŖę„ć€‚

ŁŁŠ CAMEL-AIŲŒ Ł†Ų¤Ł…Ł† ŲØŁŁƒŲ±Ų© ŲØŲ³ŁŠŲ·Ų© Ł„ŁƒŁ†Ł‡Ų§ Ų¹Ł…ŁŠŁ‚Ų©:

Ł†Ų­Ł† Ł†Ų¤Ł…Ł† ŲØŲ£Ł† ŲŖŁˆŲ³ŁŠŲ¹ Ł†Ų·Ų§Ł‚ Ų§Ł„Ų£Ł†ŲøŁ…Ų© Ł…ŲŖŲ¹ŲÆŲÆŲ© Ų§Ł„ŁˆŁƒŁ„Ų§Ų” Ł‡Łˆ Ų·Ų±ŁŠŁ‚ Ł†Ų­Łˆ Ų§Ł„Ų°ŁƒŲ§Ų” Ų§Ł„Ų¹Ų§Ł… Ų§Ł„Ų§ŲµŲ·Ł†Ų§Ų¹ŁŠ. Ł…Ł‡Ł…ŲŖŁ†Ų§ ŁˆŲ§Ų¶Ų­Ų©: Ų§ŁƒŲŖŲ“Ų§Ł Ł‚ŁˆŲ§Ł†ŁŠŁ† ŲŖŁˆŲ³ŁŠŲ¹ Ł†Ų·Ų§Ł‚ Ų§Ł„ŁˆŁƒŁ„Ų§Ų”. Ų§Ł„Ų°ŁƒŲ§Ų” ŁŠŁ†ŲØŲ¹ Ł…Ł† Ų§Ł„ŲŖŁ†ŁˆŲ¹ŲŒ ŁˆŁ„ŁŠŲ³ Ł…Ł† Ł…ŲØŲÆŲ£ ŁˆŲ§Ų­ŲÆ Ł…Ų«Ų§Ł„ŁŠ. ŲŖŲŖŲØŲ¹ Ų§Ł„Ų£Ł†ŲøŁ…Ų© Ł…ŲŖŲ¹ŲÆŲÆŲ© Ų§Ł„ŁˆŁƒŁ„Ų§Ų” Ł†Ł‡Ų¬ "ŁŲ±Ł‘Ł‚ ŲŖŲ³ŁŲÆ" ŲØŲ“ŁƒŁ„ Ų·ŲØŁŠŲ¹ŁŠŲŒ Ų­ŁŠŲ« ŲŖŁ‚Ų³Ł… Ų§Ł„Ł…Ų“ŁƒŁ„Ų§ŲŖ Ų§Ł„Ł…Ų¹Ł‚ŲÆŲ© Ų¹ŲØŲ± ŁˆŁƒŁ„Ų§Ų” Ł…ŲŖŲ®ŲµŲµŁŠŁ†. Ł…Ł†Ų° Ų¹Ų§Ł… 2023ŲŒ Ł†Ų¹Ł…Ł„ Ų¹Ł„Ł‰ ŲØŁ†Ų§Ų” Ų£ŁˆŁ„ Ų„Ų·Ų§Ų± Ų¹Ł…Ł„ Ł…ŲŖŲ¹ŲÆŲÆ Ų§Ł„ŁˆŁƒŁ„Ų§Ų” CAMEL.

āœØ Ł†Ų±ŁƒŲ² Ų¹Ł„Ł‰ Ų«Ł„Ų§Ų«Ų© Ų£ŲØŲ¹Ų§ŲÆ Ł„Ł‚ŁˆŲ§Ł†ŁŠŁ† ŲŖŁˆŲ³ŁŠŲ¹ Ł†Ų·Ų§Ł‚ Ų§Ł„ŁˆŁƒŁ„Ų§Ų”:

Ų¹ŲÆŲÆ Ų§Ł„ŁˆŁƒŁ„Ų§Ų”
Ł…Ł† Ų®Ł„Ų§Ł„ šŸ« Ų„Ų·Ų§Ų± CAMEL Ų„Ł„Ł‰ šŸļø ŁˆŲ§Ų­Ų© OASIS Ł„Ł…Ų­Ų§ŁƒŲ§Ų© Ł…Ł„Ų§ŁŠŁŠŁ† Ų§Ł„ŁˆŁƒŁ„Ų§Ų” Ų§Ł„Ų§Ų¬ŲŖŁ…Ų§Ų¹ŁŠŲ©.

Ų§Ł„ŲØŁŠŲ¦Ų§ŲŖ
ŲØŲ§Ų³ŲŖŲ®ŲÆŲ§Ł… šŸ¦€ļø CRAB ŁˆšŸ¦‰ OWL Ł„Ł„Ų¹Ł…Ł„ŁŠŲ§ŲŖ Ų§Ł„Ų­Ų§Ų³ŁˆŲØŁŠŲ©Ų› šŸŒŠ SEA ŲŖŲØŁ†ŁŠ ŲØŁŠŲ¦Ų© ŲŖŲ¹Ł„Ł… Ł…Ų¹Ų²Ų² Ł„Ł„ŲŖŲ­Ų³ŁŠŁ† Ų§Ł„Ł…Ų³ŲŖŁ…Ų±.

Ų§Ł„ŲŖŲ·ŁˆŲ±
[RAG & GraphRAG ŁŁŠ CAMEL] ŲŖŁŁ…ŁƒŁ‘Ł† Ų§Ł„ŁˆŁƒŁ„Ų§Ų” Ł…Ł† Ų§Ł„ŁˆŲµŁˆŁ„ Ų„Ł„Ł‰ Ł‚ŁˆŲ§Ų¹ŲÆ Ų§Ł„Ł…Ų¹Ų±ŁŲ© Ų§Ł„Ų®Ų§Ų±Ų¬ŁŠŲ©Ų› Ł…Ų“Ų±ŁˆŲ¹Ł†Ų§ šŸ‰ Ł„ŁˆŁ†Ųŗ Loong ŁŠŁˆŁ„ŲÆ ŲØŁŠŲ§Ł†Ų§ŲŖ Ų§ŲµŲ·Ł†Ų§Ų¹ŁŠŲ© Ł‚Ų§ŲØŁ„Ų© Ł„Ł„ŲŖŲ­Ł‚Ł‚ Ų¹ŲØŲ± Ų§Ł„ŁˆŁƒŁ„Ų§Ų”.

Ł†Ų­Ł† Ł†ŲØŁ†ŁŠ Ų§Ł„ŲØŁ†ŁŠŲ© Ų§Ł„ŲŖŲ­ŲŖŁŠŲ© Ł…Ł† Ų§Ł„Ų£Ų·Ų± Ų„Ł„Ł‰ Ų§Ł„ŲŖŲ·ŲØŁŠŁ‚Ų§ŲŖ. Ų±ŲŗŁ… Ų£Ł†Ł†Ų§ ŲØŲ¹ŁŠŲÆŁˆŁ† Ų¹Ł† Ł‡ŲÆŁŁ†Ų§ Ų§Ł„Ł†Ł‡Ų§Ų¦ŁŠŲŒ Ų„Ł„Ų§ Ų£Ł† Ų§Ł„Ų±Ų­Ł„Ų© ŲŖŁŁ„Ł‡ŁŁ…Ł†Ų§. Ł†Ų¤Ł…Ł† ŲØŲ£Ł† Ų§Ł„Ų£Ł†ŲøŁ…Ų© Ł…ŲŖŲ¹ŲÆŲÆŲ© Ų§Ł„ŁˆŁƒŁ„Ų§Ų” Ł‡ŁŠ Ł…Ų³ŲŖŁ‚ŲØŁ„ Ų§Ł„Ų°ŁƒŲ§Ų” Ų§Ł„Ų§ŲµŲ·Ł†Ų§Ų¹ŁŠ.

Contact Us 联ē³»ęˆ‘们 Ų§ŲŖŲµŁ„ ŲØŁ†Ų§

Join us at CAMEL-AI.org to help shape that future. For more information please contact [email protected]

  • Discord: Get real-time support, chat with the community, and stay updated. Join us

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  • GitHub Issues: Report bugs, request features, and track development. Submit an issue

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