René's URL Explorer Experiment

Title: GitHub - popesilasali100-dev/RecursiveMAS: Offical Implementation for "Recursive Multi-Agent Systems" · GitHub

Open Graph Title: GitHub - popesilasali100-dev/RecursiveMAS: Offical Implementation for "Recursive Multi-Agent Systems"

X Title: GitHub - popesilasali100-dev/RecursiveMAS: Offical Implementation for "Recursive Multi-Agent Systems"

Description: Offical Implementation for "Recursive Multi-Agent Systems" - popesilasali100-dev/RecursiveMAS

Open Graph Description: Offical Implementation for "Recursive Multi-Agent Systems" - popesilasali100-dev/RecursiveMAS

X Description: Offical Implementation for "Recursive Multi-Agent Systems" - popesilasali100-dev/RecursiveMAS

Opengraph URL: https://github.com/popesilasali100-dev/RecursiveMAS

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:562eefb1-1684-392f-0821-47f938d67c12
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	D944:38FD49:766204:9EFD84:6A4D4552
html-safe-nonce	37ea2b0c78b7079f8295d28fd27e65491fc1019ea8b5085352f4ce567f19e820
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJEOTQ0OjM4RkQ0OTo3NjYyMDQ6OUVGRDg0OjZBNEQ0NTUyIiwidmlzaXRvcl9pZCI6IjIzMTI3MjIyNjc1NzYyNTE3MCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	47e91217a4442829d709c32602a2ead1754d68f3da4c15d67f887fdc8d4042e3
hovercard-subject-tag	repository:1280342623
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/popesilasali100-dev/RecursiveMAS
twitter:image	https://opengraph.githubassets.com/3f9cbbdee863bf43667d7b9583c94d0ca3e1d83036ab441f145a8bfefc67088a/popesilasali100-dev/RecursiveMAS
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/3f9cbbdee863bf43667d7b9583c94d0ca3e1d83036ab441f145a8bfefc67088a/popesilasali100-dev/RecursiveMAS
og:image:alt	Offical Implementation for "Recursive Multi-Agent Systems" - popesilasali100-dev/RecursiveMAS
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	92571a8944142227b7e19cd10918b1ddd06e5066c1ad5bc7e4769cf6140a87e6
turbo-cache-control	no-cache
go-import	github.com/popesilasali100-dev/RecursiveMAS git https://github.com/popesilasali100-dev/RecursiveMAS.git
octolytics-dimension-user_id	231703047
octolytics-dimension-user_login	popesilasali100-dev
octolytics-dimension-repository_id	1280342623
octolytics-dimension-repository_nwo	popesilasali100-dev/RecursiveMAS
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	1222413951
octolytics-dimension-repository_parent_nwo	RecursiveMAS/RecursiveMAS
octolytics-dimension-repository_network_root_id	1222413951
octolytics-dimension-repository_network_root_nwo	RecursiveMAS/RecursiveMAS
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	56fc8347865a14e2ec811533d68f929cf4e0ec19
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/popesilasali100-dev/RecursiveMAS#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fpopesilasali100-dev%2FRecursiveMAS
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fpopesilasali100-dev%2FRecursiveMAS
Sign up	https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=popesilasali100-dev%2FRecursiveMAS
Reload	https://github.com/popesilasali100-dev/RecursiveMAS
Reload	https://github.com/popesilasali100-dev/RecursiveMAS
Reload	https://github.com/popesilasali100-dev/RecursiveMAS
popesilasali100-dev	https://github.com/popesilasali100-dev
RecursiveMAS	https://github.com/popesilasali100-dev/RecursiveMAS
RecursiveMAS/RecursiveMAS	https://github.com/RecursiveMAS/RecursiveMAS
Notifications	https://github.com/login?return_to=%2Fpopesilasali100-dev%2FRecursiveMAS
Fork 0	https://github.com/login?return_to=%2Fpopesilasali100-dev%2FRecursiveMAS
Star 0	https://github.com/login?return_to=%2Fpopesilasali100-dev%2FRecursiveMAS
Code	https://github.com/popesilasali100-dev/RecursiveMAS
Pull requests 0	https://github.com/popesilasali100-dev/RecursiveMAS/pulls
Actions	https://github.com/popesilasali100-dev/RecursiveMAS/actions
Projects	https://github.com/popesilasali100-dev/RecursiveMAS/projects
Security and quality 0	https://github.com/popesilasali100-dev/RecursiveMAS/security
Insights	https://github.com/popesilasali100-dev/RecursiveMAS/pulse
Code	https://github.com/popesilasali100-dev/RecursiveMAS
Pull requests	https://github.com/popesilasali100-dev/RecursiveMAS/pulls
Actions	https://github.com/popesilasali100-dev/RecursiveMAS/actions
Projects	https://github.com/popesilasali100-dev/RecursiveMAS/projects
Security and quality	https://github.com/popesilasali100-dev/RecursiveMAS/security
Insights	https://github.com/popesilasali100-dev/RecursiveMAS/pulse
	https://github.com/popesilasali100-dev/RecursiveMAS
Branches	https://github.com/popesilasali100-dev/RecursiveMAS/branches
Tags	https://github.com/popesilasali100-dev/RecursiveMAS/tags
	https://github.com/popesilasali100-dev/RecursiveMAS/branches
	https://github.com/popesilasali100-dev/RecursiveMAS/tags
54 Commits	https://github.com/popesilasali100-dev/RecursiveMAS/commits/main/
	https://github.com/popesilasali100-dev/RecursiveMAS/commits/main/
assets	https://github.com/popesilasali100-dev/RecursiveMAS/tree/main/assets
assets	https://github.com/popesilasali100-dev/RecursiveMAS/tree/main/assets
dataset	https://github.com/popesilasali100-dev/RecursiveMAS/tree/main/dataset
dataset	https://github.com/popesilasali100-dev/RecursiveMAS/tree/main/dataset
inference_utils	https://github.com/popesilasali100-dev/RecursiveMAS/tree/main/inference_utils
inference_utils	https://github.com/popesilasali100-dev/RecursiveMAS/tree/main/inference_utils
.env	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/.env
.env	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/.env
README.md	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/README.md
README.md	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/README.md
__init__.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/__init__.py
__init__.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/__init__.py
hf_resolver.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/hf_resolver.py
hf_resolver.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/hf_resolver.py
load_from_repo.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/load_from_repo.py
load_from_repo.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/load_from_repo.py
modeling.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/modeling.py
modeling.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/modeling.py
prompts.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/prompts.py
prompts.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/prompts.py
requirements.txt	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/requirements.txt
requirements.txt	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/requirements.txt
run.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/run.py
run.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/run.py
system_loader.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/system_loader.py
system_loader.py	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/system_loader.py
README	https://github.com/popesilasali100-dev/RecursiveMAS
	https://github.com/popesilasali100-dev/RecursiveMAS#scaling-agent-collaboration-through-latent-space-recursion
	https://arxiv.org/abs/2604.25917
	https://huggingface.co/papers/2604.25917
	https://recursivemas.github.io/
	https://github.com/RecursiveMAS/RecursiveMAS
	https://huggingface.co/RecursiveMAS/collections
	https://huggingface.co/RecursiveMAS/models
	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://vishalmysore.github.io/recursiveMASDemo/
	https://github.com/popesilasali100-dev/RecursiveMAS#-news
🧩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/popesilasali100-dev/RecursiveMAS#-introduction
	https://github.com/popesilasali100-dev/RecursiveMAS/blob/main/assets/exps.png
	https://github.com/popesilasali100-dev/RecursiveMAS#-supported-features
	https://github.com/popesilasali100-dev/RecursiveMAS#️-environment-setup
	https://github.com/popesilasali100-dev/RecursiveMAS#-quick-start
	https://github.com/popesilasali100-dev/RecursiveMAS#-load-model-checkpoints
Sequential-Style (Light) MAS Collection	https://huggingface.co/collections/RecursiveMAS/sequential-style-recursivemas
	https://github.com/popesilasali100-dev/RecursiveMAS#sequential-style-light-mas-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
Sequential-Style (Scaled) MAS Collection	https://huggingface.co/collections/RecursiveMAS/sequential-style-recursivemas
	https://github.com/popesilasali100-dev/RecursiveMAS#sequential-style-scaled-mas-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
Mixture-Style MAS Collection	https://huggingface.co/collections/RecursiveMAS/mixture-style-recursivemas
	https://github.com/popesilasali100-dev/RecursiveMAS#mixture-style-mas-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
Distillation-Style MAS Collection	https://huggingface.co/collections/RecursiveMAS/distillation-style-recursivemas
	https://github.com/popesilasali100-dev/RecursiveMAS#distillation-style-mas-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
Deliberation-Style MAS Collection	https://huggingface.co/collections/RecursiveMAS/deliberation-style-recursivemas
	https://github.com/popesilasali100-dev/RecursiveMAS#deliberation-style-mas-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/popesilasali100-dev/RecursiveMAS#-clone-the-repository
	https://github.com/popesilasali100-dev/RecursiveMAS#️-running-recursivemas-at-different-scales
	https://github.com/popesilasali100-dev/RecursiveMAS#-exploring-various-collaboration-patterns
	https://github.com/popesilasali100-dev/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/popesilasali100-dev/RecursiveMAS#-citation
recursivemas.github.io	https://recursivemas.github.io
Readme	https://github.com/popesilasali100-dev/RecursiveMAS#readme-ov-file
Please reload this page	https://github.com/popesilasali100-dev/RecursiveMAS
Activity	https://github.com/popesilasali100-dev/RecursiveMAS/activity
0 forks	https://github.com/popesilasali100-dev/RecursiveMAS/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fpopesilasali100-dev%2FRecursiveMAS&report=popesilasali100-dev+%28user%29
Releases	https://github.com/popesilasali100-dev/RecursiveMAS/releases
Packages 0	https://github.com/users/popesilasali100-dev/packages?repo_name=RecursiveMAS
Please reload this page	https://github.com/popesilasali100-dev/RecursiveMAS
Contributors	https://github.com/popesilasali100-dev/RecursiveMAS/graphs/contributors
Please reload this page	https://github.com/popesilasali100-dev/RecursiveMAS
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.