RenΓ©'s URL Explorer Experiment


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

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

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

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

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

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

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

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:39eb8ca2-6c0d-3164-558f-39a5d7d19570
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id9BAA:384DDA:517FF6:6F7A89:6A4D3DF9
html-safe-nonced1aa39abfa7ac8d2b97ae1981d8814fb0a6ea0887c3ba8327e5dfc939b9b69a7
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5QkFBOjM4NEREQTo1MTdGRjY6NkY3QTg5OjZBNEQzREY5IiwidmlzaXRvcl9pZCI6IjEwNjQ5OTE3MzE4NjA5NzkxOTMiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac0a4b32c1a397281ef3ce1c9ae5526ff99c695f3762781f5d2c5cf587c8c5ecab
hovercard-subject-tagrepository:1244727486
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/stratago/RecursiveMAS
twitter:imagehttps://opengraph.githubassets.com/6822858a19fca095a0c0182e3d407599e352b38a82d453a440f1feb2a0fe80bd/stratago/RecursiveMAS
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/6822858a19fca095a0c0182e3d407599e352b38a82d453a440f1feb2a0fe80bd/stratago/RecursiveMAS
og:image:altOffical Implementation for "Recursive Multi-Agent Systems" - stratago/RecursiveMAS
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None92571a8944142227b7e19cd10918b1ddd06e5066c1ad5bc7e4769cf6140a87e6
turbo-cache-controlno-cache
go-importgithub.com/stratago/RecursiveMAS git https://github.com/stratago/RecursiveMAS.git
octolytics-dimension-user_id247281315
octolytics-dimension-user_loginstratago
octolytics-dimension-repository_id1244727486
octolytics-dimension-repository_nwostratago/RecursiveMAS
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id1222413951
octolytics-dimension-repository_parent_nwoRecursiveMAS/RecursiveMAS
octolytics-dimension-repository_network_root_id1222413951
octolytics-dimension-repository_network_root_nwoRecursiveMAS/RecursiveMAS
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release56fc8347865a14e2ec811533d68f929cf4e0ec19
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/stratago/RecursiveMAS#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fstratago%2FRecursiveMAS
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
GitHub Starshttps://stars.github.com
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://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%2Fstratago%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=stratago%2FRecursiveMAS
Reloadhttps://github.com/stratago/RecursiveMAS
Reloadhttps://github.com/stratago/RecursiveMAS
Reloadhttps://github.com/stratago/RecursiveMAS
stratago https://github.com/stratago
RecursiveMAShttps://github.com/stratago/RecursiveMAS
RecursiveMAS/RecursiveMAShttps://github.com/RecursiveMAS/RecursiveMAS
Notifications https://github.com/login?return_to=%2Fstratago%2FRecursiveMAS
Fork 0 https://github.com/login?return_to=%2Fstratago%2FRecursiveMAS
Star 0 https://github.com/login?return_to=%2Fstratago%2FRecursiveMAS
Code https://github.com/stratago/RecursiveMAS
Pull requests 0 https://github.com/stratago/RecursiveMAS/pulls
Actions https://github.com/stratago/RecursiveMAS/actions
Projects https://github.com/stratago/RecursiveMAS/projects
Security and quality 0 https://github.com/stratago/RecursiveMAS/security
Insights https://github.com/stratago/RecursiveMAS/pulse
Code https://github.com/stratago/RecursiveMAS
Pull requests https://github.com/stratago/RecursiveMAS/pulls
Actions https://github.com/stratago/RecursiveMAS/actions
Projects https://github.com/stratago/RecursiveMAS/projects
Security and quality https://github.com/stratago/RecursiveMAS/security
Insights https://github.com/stratago/RecursiveMAS/pulse
https://github.com/stratago/RecursiveMAS
Brancheshttps://github.com/stratago/RecursiveMAS/branches
Tagshttps://github.com/stratago/RecursiveMAS/tags
https://github.com/stratago/RecursiveMAS/branches
https://github.com/stratago/RecursiveMAS/tags
50 Commitshttps://github.com/stratago/RecursiveMAS/commits/main/
https://github.com/stratago/RecursiveMAS/commits/main/
assetshttps://github.com/stratago/RecursiveMAS/tree/main/assets
assetshttps://github.com/stratago/RecursiveMAS/tree/main/assets
datasethttps://github.com/stratago/RecursiveMAS/tree/main/dataset
datasethttps://github.com/stratago/RecursiveMAS/tree/main/dataset
inference_utilshttps://github.com/stratago/RecursiveMAS/tree/main/inference_utils
inference_utilshttps://github.com/stratago/RecursiveMAS/tree/main/inference_utils
.envhttps://github.com/stratago/RecursiveMAS/blob/main/.env
.envhttps://github.com/stratago/RecursiveMAS/blob/main/.env
README.mdhttps://github.com/stratago/RecursiveMAS/blob/main/README.md
README.mdhttps://github.com/stratago/RecursiveMAS/blob/main/README.md
__init__.pyhttps://github.com/stratago/RecursiveMAS/blob/main/__init__.py
__init__.pyhttps://github.com/stratago/RecursiveMAS/blob/main/__init__.py
hf_resolver.pyhttps://github.com/stratago/RecursiveMAS/blob/main/hf_resolver.py
hf_resolver.pyhttps://github.com/stratago/RecursiveMAS/blob/main/hf_resolver.py
load_from_repo.pyhttps://github.com/stratago/RecursiveMAS/blob/main/load_from_repo.py
load_from_repo.pyhttps://github.com/stratago/RecursiveMAS/blob/main/load_from_repo.py
modeling.pyhttps://github.com/stratago/RecursiveMAS/blob/main/modeling.py
modeling.pyhttps://github.com/stratago/RecursiveMAS/blob/main/modeling.py
prompts.pyhttps://github.com/stratago/RecursiveMAS/blob/main/prompts.py
prompts.pyhttps://github.com/stratago/RecursiveMAS/blob/main/prompts.py
requirements.txthttps://github.com/stratago/RecursiveMAS/blob/main/requirements.txt
requirements.txthttps://github.com/stratago/RecursiveMAS/blob/main/requirements.txt
run.pyhttps://github.com/stratago/RecursiveMAS/blob/main/run.py
run.pyhttps://github.com/stratago/RecursiveMAS/blob/main/run.py
system_loader.pyhttps://github.com/stratago/RecursiveMAS/blob/main/system_loader.py
system_loader.pyhttps://github.com/stratago/RecursiveMAS/blob/main/system_loader.py
READMEhttps://github.com/stratago/RecursiveMAS
https://github.com/stratago/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://x.com/Jiaru_Zou/status/2049551828296389118
https://github.com/stratago/RecursiveMAS#-news
πŸ€— HuggingFace 1st Paper of the Week/Dayhttps://huggingface.co/papers/2604.25917
collaboration styleshttps://huggingface.co/RecursiveMAS/collections
model checkpointshttps://huggingface.co/RecursiveMAS/models
examplified downstream inferencehttps://github.com/RecursiveMAS/RecursiveMAS
RecursiveMAS paperhttps://huggingface.co/papers/2604.25917
https://github.com/stratago/RecursiveMAS#-introduction
https://github.com/stratago/RecursiveMAS/blob/main/assets/exps.png
https://github.com/stratago/RecursiveMAS#-supported-features
https://github.com/stratago/RecursiveMAS#️-environment-setup
https://github.com/stratago/RecursiveMAS#-quick-start
https://github.com/stratago/RecursiveMAS#-load-model-checkpoints
Sequential-Style (Light) MAS Collectionhttps://huggingface.co/collections/RecursiveMAS/sequential-style-recursivemas
https://github.com/stratago/RecursiveMAS#sequential-style-light-mas-collection
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Light-Planner-Qwen3-1.7B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Light-Critic-Llama3.2-1B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Light-Solver-Qwen2.5-Math-1.5B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Light-Outerlinks
Sequential-Style (Scaled) MAS Collectionhttps://huggingface.co/collections/RecursiveMAS/sequential-style-recursivemas
https://github.com/stratago/RecursiveMAS#sequential-style-scaled-mas-collection
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Scaled-Planner-Gemma3-4B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Scaled-Critic-Llama3.2-3B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Scaled-Solver-Qwen3.5-4B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Sequential-Scaled-Outerlinks
Mixture-Style MAS Collectionhttps://huggingface.co/collections/RecursiveMAS/mixture-style-recursivemas
https://github.com/stratago/RecursiveMAS#mixture-style-mas-collection
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Mixture-Math-DeepSeek-R1-Distill-Qwen-1.5B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Mixture-Code-Qwen2.5-Coder-3B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Mixture-Science-BioMistral-7B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Mixture-Summarizer-Qwen3.5-2B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Mixture-Outerlinks
Distillation-Style MAS Collectionhttps://huggingface.co/collections/RecursiveMAS/distillation-style-recursivemas
https://github.com/stratago/RecursiveMAS#distillation-style-mas-collection
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Distillation-Expert-Qwen3.5-9B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Distillation-Learner-Qwen3.5-4B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Distillation-Outerlinks
Deliberation-Style MAS Collectionhttps://huggingface.co/collections/RecursiveMAS/deliberation-style-recursivemas
https://github.com/stratago/RecursiveMAS#deliberation-style-mas-collection
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Deliberation-Reflector-Qwen3.5-4B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Deliberation-Toolcaller-Qwen3.5-4B
πŸ€— HuggingFacehttps://huggingface.co/RecursiveMAS/Deliberation-Outerlinks
https://github.com/stratago/RecursiveMAS#-clone-the-repository
https://github.com/stratago/RecursiveMAS#️-running-recursivemas-at-different-scales
https://github.com/stratago/RecursiveMAS#-exploring-various-collaboration-patterns
https://github.com/stratago/RecursiveMAS#-acknowledgements
vLLMhttps://github.com/vllm-project/vllm
ARPOhttps://github.com/RUC-NLPIR/ARPO
TextGradhttps://github.com/zou-group/textgrad
https://github.com/stratago/RecursiveMAS#-citation
recursivemas.github.iohttps://recursivemas.github.io
Readme https://github.com/stratago/RecursiveMAS#readme-ov-file
Please reload this pagehttps://github.com/stratago/RecursiveMAS
Activityhttps://github.com/stratago/RecursiveMAS/activity
0 forkshttps://github.com/stratago/RecursiveMAS/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fstratago%2FRecursiveMAS&report=stratago+%28user%29
Releaseshttps://github.com/stratago/RecursiveMAS/releases
Packages 0https://github.com/users/stratago/packages?repo_name=RecursiveMAS
Please reload this pagehttps://github.com/stratago/RecursiveMAS
Contributorshttps://github.com/stratago/RecursiveMAS/graphs/contributors
Please reload this pagehttps://github.com/stratago/RecursiveMAS
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.