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Title: GitHub - RecursiveMAS/RecursiveMAS: Offical Implementation for "Recursive Multi-Agent Systems" · GitHub

Open Graph Title: GitHub - RecursiveMAS/RecursiveMAS: Offical Implementation for "Recursive Multi-Agent Systems"

X Title: GitHub - RecursiveMAS/RecursiveMAS: Offical Implementation for "Recursive Multi-Agent Systems"

Description: Offical Implementation for "Recursive Multi-Agent Systems" - RecursiveMAS/RecursiveMAS

Open Graph Description: Offical Implementation for "Recursive Multi-Agent Systems" - RecursiveMAS/RecursiveMAS

X Description: Offical Implementation for "Recursive Multi-Agent Systems" - RecursiveMAS/RecursiveMAS

Mail addresses
jiaru@stanford.edu

Opengraph URL: https://github.com/RecursiveMAS/RecursiveMAS

X: @github

direct link

Domain: github.com

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assets	https://github.com/RecursiveMAS/RecursiveMAS/tree/main/assets
assets	https://github.com/RecursiveMAS/RecursiveMAS/tree/main/assets
inference	https://github.com/RecursiveMAS/RecursiveMAS/tree/main/inference
inference	https://github.com/RecursiveMAS/RecursiveMAS/tree/main/inference
train	https://github.com/RecursiveMAS/RecursiveMAS/tree/main/train
train	https://github.com/RecursiveMAS/RecursiveMAS/tree/main/train
.gitignore	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/.gitignore
.gitignore	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/.gitignore
LICENSE	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/LICENSE
LICENSE	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/LICENSE
README.md	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/README.md
README.md	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/README.md
requirements.txt	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/requirements.txt
requirements.txt	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/requirements.txt
README	https://github.com/RecursiveMAS/RecursiveMAS
MIT license	https://github.com/RecursiveMAS/RecursiveMAS
	https://github.com/RecursiveMAS/RecursiveMAS#scaling-agent-collaboration-through-latent-space-recursion
	https://arxiv.org/abs/2604.25917
	https://vishalmysore.github.io/recursiveMASDemo/
	https://recursivemas.github.io/
	https://huggingface.co/papers/2604.25917
	https://huggingface.co/RecursiveMAS/collections
	https://huggingface.co/RecursiveMAS/models
	https://huggingface.co/RecursiveMAS/datasets
	https://www.linkedin.com/posts/jiaruzou_recursivemas-recurisvelearning-multiagentsystems-ugcPost-7455645681341493248-ioLJ/?utm_source=share&utm_medium=member_desktop&rcm=ACoAADc5TzgBN_tNOuzpi7kE7n6dZ0y13EkxZOs
	https://x.com/Jiaru_Zou/status/2049551828296389118
	https://venturebeat.com/ai/how-recursivemas-speeds-up-multi-agent-inference-by-2-4x-and-reduces-token-usage-by-75
	https://www.youtube.com/watch?v=dUmT0OIGoqE
	https://github.com/RecursiveMAS/RecursiveMAS#-news
🤗 HF Datasets	https://huggingface.co/RecursiveMAS/datasets
updated project website	https://recursivemas.github.io/
🧩YouTube tutorial	https://www.youtube.com/watch?v=dUmT0OIGoqE
🎮interactive playground demo	https://vishalmysore.github.io/recursiveMASDemo/
@TwoMinutePapers	https://www.youtube.com/@TwoMinutePapers
@vishalmysore	https://github.com/vishalmysore
VentureBeat article	https://t.co/KSQwBwpC4W
🤗 HuggingFace 1st Paper of the Week/Day	https://huggingface.co/papers/2604.25917
collaboration styles	https://huggingface.co/RecursiveMAS/collections
model checkpoints	https://huggingface.co/RecursiveMAS/models
examplified downstream inference	https://github.com/RecursiveMAS/RecursiveMAS
RecursiveMAS paper	https://huggingface.co/papers/2604.25917
	https://github.com/RecursiveMAS/RecursiveMAS#-overview
	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/assets/method1.png
	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/assets/method2.png
	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/assets/exps.png
	https://github.com/RecursiveMAS/RecursiveMAS#-supported-features
	https://github.com/RecursiveMAS/RecursiveMAS#-repository-roadmap
	https://github.com/RecursiveMAS/RecursiveMAS#️-environment-setup
	https://github.com/RecursiveMAS/RecursiveMAS#-quick-start
	https://github.com/RecursiveMAS/RecursiveMAS#-plug-and-play-reference-checkpoints
RecursiveMAS Hugging Face organization	https://huggingface.co/RecursiveMAS/models
1. Sequential-Style (Light) RecursiveMAS Collection	https://huggingface.co/collections/RecursiveMAS/sequential-style-recursivemas
	https://github.com/RecursiveMAS/RecursiveMAS#1-sequential-style-light-recursivemas-collection
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Sequential-Light-Planner-Qwen3-1.7B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Sequential-Light-Critic-Llama3.2-1B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Sequential-Light-Solver-Qwen2.5-Math-1.5B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Sequential-Light-Outerlinks
2. Sequential-Style (Scaled) RecursiveMAS Collection	https://huggingface.co/collections/RecursiveMAS/sequential-style-recursivemas
	https://github.com/RecursiveMAS/RecursiveMAS#2-sequential-style-scaled-recursivemas-collection
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Sequential-Scaled-Planner-Gemma3-4B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Sequential-Scaled-Critic-Llama3.2-3B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Sequential-Scaled-Solver-Qwen3.5-4B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Sequential-Scaled-Outerlinks
3. Mixture-Style RecursiveMAS Collection	https://huggingface.co/collections/RecursiveMAS/mixture-style-recursivemas
	https://github.com/RecursiveMAS/RecursiveMAS#3-mixture-style-recursivemas-collection
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Mixture-Math-DeepSeek-R1-Distill-Qwen-1.5B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Mixture-Code-Qwen2.5-Coder-3B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Mixture-Science-BioMistral-7B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Mixture-Summarizer-Qwen3.5-2B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Mixture-Outerlinks
4. Distillation-Style RecursiveMAS Collection	https://huggingface.co/collections/RecursiveMAS/distillation-style-recursivemas
	https://github.com/RecursiveMAS/RecursiveMAS#4-distillation-style-recursivemas-collection
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Distillation-Expert-Qwen3.5-9B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Distillation-Learner-Qwen3.5-4B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Distillation-Outerlinks
5. Deliberation-Style RecursiveMAS Collection	https://huggingface.co/collections/RecursiveMAS/deliberation-style-recursivemas
	https://github.com/RecursiveMAS/RecursiveMAS#5-deliberation-style-recursivemas-collection
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Deliberation-Reflector-Qwen3.5-4B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Deliberation-Toolcaller-Qwen3.5-4B
🤗 HuggingFace	https://huggingface.co/RecursiveMAS/Deliberation-Outerlinks
	https://github.com/RecursiveMAS/RecursiveMAS#-recursivemas-training
our training guide (train/README.md)	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/train/README.md
	https://github.com/RecursiveMAS/RecursiveMAS#️-training-data
Hugging Face datasets	https://huggingface.co/RecursiveMAS/datasets
🤗 RecursiveMAS/Sequential-Math	https://huggingface.co/datasets/RecursiveMAS/Sequential-Math
🤗 RecursiveMAS/Sequential-Code	https://huggingface.co/datasets/RecursiveMAS/Sequential-Code
🤗 RecursiveMAS/Distillation-Math	https://huggingface.co/datasets/RecursiveMAS/Distillation-Math
🤗 RecursiveMAS/Distillation-Code	https://huggingface.co/datasets/RecursiveMAS/Distillation-Code
🤗 RecursiveMAS/Mixture-Math	https://huggingface.co/datasets/RecursiveMAS/Mixture-Math
🤗 RecursiveMAS/Mixture-Code	https://huggingface.co/datasets/RecursiveMAS/Mixture-Code
🤗 RecursiveMAS/Mixture-Science	https://huggingface.co/datasets/RecursiveMAS/Mixture-Science
🤗 RecursiveMAS/Mixture-Summarizer	https://huggingface.co/datasets/RecursiveMAS/Mixture-Summarizer
🤗 RecursiveMAS/Mixture-Outer	https://huggingface.co/datasets/RecursiveMAS/Mixture-Outer
🤗 RecursiveMAS/Deliberation	https://huggingface.co/datasets/RecursiveMAS/Deliberation
our training data guide (train/data/README.md)	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/train/data/README.md
	https://github.com/RecursiveMAS/RecursiveMAS#-inference-and-evaluation
	https://github.com/RecursiveMAS/RecursiveMAS#-supported-downstream-tasks
our inference guide (inference/README.md)	https://github.com/RecursiveMAS/RecursiveMAS/blob/main/inference/README.md
	https://github.com/RecursiveMAS/RecursiveMAS#-experiment-results
	https://github.com/RecursiveMAS/RecursiveMAS#sequential-scaled
	https://github.com/RecursiveMAS/RecursiveMAS#sequential-light
	https://github.com/RecursiveMAS/RecursiveMAS#distillation
	https://github.com/RecursiveMAS/RecursiveMAS#mixture
	https://github.com/RecursiveMAS/RecursiveMAS#deliberation
	https://github.com/RecursiveMAS/RecursiveMAS#-acknowledgements
vLLM	https://github.com/vllm-project/vllm
ARPO	https://github.com/RUC-NLPIR/ARPO
TextGrad	https://github.com/zou-group/textgrad
	https://github.com/RecursiveMAS/RecursiveMAS#-citation
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	https://www.star-history.com/?repos=RecursiveMAS%2FRecursiveMAS&type=date&legend=top-left
recursivemas.github.io	https://recursivemas.github.io
recursive-algorithm	https://github.com/topics/recursive-algorithm
multi-agent-systems	https://github.com/topics/multi-agent-systems
scaling-algorithms	https://github.com/topics/scaling-algorithms
reasoning-agent	https://github.com/topics/reasoning-agent
agent-collaboration	https://github.com/topics/agent-collaboration
latent-collaboration	https://github.com/topics/latent-collaboration
Readme	https://github.com/RecursiveMAS/RecursiveMAS#readme-ov-file
MIT license	https://github.com/RecursiveMAS/RecursiveMAS#MIT-1-ov-file
Please reload this page	https://github.com/RecursiveMAS/RecursiveMAS
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112 forks	https://github.com/RecursiveMAS/RecursiveMAS/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FRecursiveMAS%2FRecursiveMAS&report=RecursiveMAS+%28user%29
Releases	https://github.com/RecursiveMAS/RecursiveMAS/releases
Packages 0	https://github.com/users/RecursiveMAS/packages?repo_name=RecursiveMAS
Please reload this page	https://github.com/RecursiveMAS/RecursiveMAS
Contributors	https://github.com/RecursiveMAS/RecursiveMAS/graphs/contributors
Please reload this page	https://github.com/RecursiveMAS/RecursiveMAS
Python 100.0%	https://github.com/RecursiveMAS/RecursiveMAS/search?l=python
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Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
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Security	https://github.com/security
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Docs	https://docs.github.com/
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