René's URL Explorer Experiment

Title: GitHub - MemTensor/MemRL: Paper: “MEMRL: SELF-EVOLVING AGENTS VIA RUNTIME REINFORCEMENT LEARNING ON EPISODIC MEMORY” Open-Source Code · GitHub

Open Graph Title: GitHub - MemTensor/MemRL: Paper: “MEMRL: SELF-EVOLVING AGENTS VIA RUNTIME REINFORCEMENT LEARNING ON EPISODIC MEMORY” Open-Source Code

X Title: GitHub - MemTensor/MemRL: Paper: “MEMRL: SELF-EVOLVING AGENTS VIA RUNTIME REINFORCEMENT LEARNING ON EPISODIC MEMORY” Open-Source Code

Description: Paper: “MEMRL: SELF-EVOLVING AGENTS VIA RUNTIME REINFORCEMENT LEARNING ON EPISODIC MEMORY” Open-Source Code - MemTensor/MemRL

Open Graph Description: Paper: “MEMRL: SELF-EVOLVING AGENTS VIA RUNTIME REINFORCEMENT LEARNING ON EPISODIC MEMORY” Open-Source Code - MemTensor/MemRL

X Description: Paper: “MEMRL: SELF-EVOLVING AGENTS VIA RUNTIME REINFORCEMENT LEARNING ON EPISODIC MEMORY” Open-Source Code - MemTensor/MemRL

Opengraph URL: https://github.com/MemTensor/MemRL

X: @github

direct link

Domain: github.com

react-profiling	0
react-import-map	react,react-dom,react-dom/client,react-dom/profiling,react-is,react-reconciler,react/compiler-runtime,react/jsx-dev-runtime,react/jsx-runtime,scheduler@d5750093facf
route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:4543839e-05bd-22ac-e158-52eaa78e2c0d
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	B1EC:1312F1:913B55:C338C9:6AEBFCAB
html-safe-nonce	10f229d42f30d5819718515a0361feff65fafcbc82b111da9332efb11d7821d2
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCMUVDOjEzMTJGMTo5MTNCNTU6QzMzOEM5OjZBRUJGQ0FCIiwidmlzaXRvcl9pZCI6Ijg3NzI5NzM0MDgzMjEwMTA4NTkiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	2d9fcc100f5c564cda3df9306784f6fdea8b7cc700d2504a78e02da0062ad4b5
hovercard-subject-tag	repository:1132826720
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/MemTensor/MemRL
twitter:image	https://opengraph.githubassets.com/b56c6c0dd7b4b81f24c7b319d521586d4b85f231a31573c7c27e9571f7888e77/MemTensor/MemRL
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/b56c6c0dd7b4b81f24c7b319d521586d4b85f231a31573c7c27e9571f7888e77/MemTensor/MemRL
og:image:alt	Paper: “MEMRL: SELF-EVOLVING AGENTS VIA RUNTIME REINFORCEMENT LEARNING ON EPISODIC MEMORY” Open-Source Code - MemTensor/MemRL
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	d063d52022f5f270ef55a70761d126c8085d492d3c251084b07781784c02dad4
turbo-cache-control	no-cache
go-import	github.com/MemTensor/MemRL git https://github.com/MemTensor/MemRL.git
octolytics-dimension-user_id	210160027
octolytics-dimension-user_login	MemTensor
octolytics-dimension-repository_id	1132826720
octolytics-dimension-repository_nwo	MemTensor/MemRL
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	1132826720
octolytics-dimension-repository_network_root_nwo	MemTensor/MemRL
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	56e59340194011ba3cb6809acfa979ccbd174288
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/MemTensor/MemRL#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FMemTensor%2FMemRL
GitHubRepository hosting, code review, and collaboration	https://github.com/platform
CopilotAI coding agent for tasks, projects and automated work	https://github.com/features/copilot
ActionsCI/CD and automation	https://github.com/features/actions
Code QualityQuality analysis, fixes, and enforcement	https://github.com/features/code-quality
CodespacesCloud development environments	https://github.com/features/codespaces
Code SecurityVulnerability detection and remediation	https://github.com/security/advanced-security/code-security
Secret ProtectionSecret scanning and leak prevention	https://github.com/security/advanced-security/secret-protection
All Features	https://github.com/features
Documentation	https://docs.github.com/en
Training	https://learn.github.com/skills
Certifications	https://learn.github.com/credentials
Build with Copilot	https://github.com/features/ai
Customize Copilot	https://docs.github.com/en/copilot/how-tos/copilot-on-github/customize-copilot/customize-copilot-overview
Integrations	https://github.com/marketplace
Trending repos	https://github.com/trending
GitHub Sponsors	https://github.com/open-source/sponsors
Developer articles	https://github.com/resources/articles
ChangelogYour source for the latest features, improvements, and fixes across GitHub products, all in one place.	https://github.blog/changelog/
Enterprises	https://github.com/enterprise
Team	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
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
See all industries	https://github.com/solutions/industry
Why GitHub	https://github.com/why-github
Customer Stories	https://github.com/customer-stories
Business insights	https://github.com/solutions/executive-insights
Trust Center	https://github.com/trust-center
GitHub Advanced SecurityEnterprise-grade code security	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/enterprise/premium-support
Documentation	https://docs.github.com/en
Resource center	https://github.com/resources
Blog	https://github.blog/
Events & webinars	https://github.com/resources/events
Community Forum	https://github.com/orgs/community/discussions
Customer Stories	https://github.com/customer-stories
Integrations	https://github.com/marketplace
Customer support	https://help.github.com/
Training	https://learn.github.com/skills
GitHub Status	https://www.githubstatus.com/
About	https://github.com/about
Partners	https://github.com/partners
Changelog	https://github.blog/changelog/
GitHub UniverseThe event for developers, by developers — talks, workshops, and what’s next for GitHub.	https://githubuniverse.com/
Pricing	https://github.com/pricing
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FMemTensor%2FMemRL
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=MemTensor%2FMemRL
Reload	https://github.com/MemTensor/MemRL
Reload	https://github.com/MemTensor/MemRL
Reload	https://github.com/MemTensor/MemRL
MemTensor	https://github.com/MemTensor
MemRL	https://github.com/MemTensor/MemRL
Code	https://github.com/MemTensor/MemRL
Issues	https://github.com/MemTensor/MemRL/issues
Pull requests5 (5)	https://github.com/MemTensor/MemRL/pulls
Actions	https://github.com/MemTensor/MemRL/actions
Projects	https://github.com/MemTensor/MemRL/projects
Security and quality	https://github.com/MemTensor/MemRL/security
Insights	https://github.com/MemTensor/MemRL/pulse
	https://github.com/MemTensor/MemRL
MemRL	https://github.com/MemTensor/MemRL
Notifications	https://github.com/login?return_to=%2FMemTensor%2FMemRL
Fork18 (18)	https://github.com/login?return_to=%2FMemTensor%2FMemRL
Star197 (197)	https://github.com/login?return_to=%2FMemTensor%2FMemRL
arxiv.org/abs/2601.03192	https://arxiv.org/abs/2601.03192
Readme	https://github.com/MemTensor/MemRL#readme-ov-file
MIT license	https://github.com/MemTensor/MemRL#MIT-1-ov-file
Activity	https://github.com/MemTensor/MemRL/activity
Custom properties	https://github.com/MemTensor/MemRL/custom-properties
18 forks	https://github.com/MemTensor/MemRL/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FMemTensor%2FMemRL&report=MemTensor+%28user%29
Branches	https://github.com/MemTensor/MemRL/branches
Tags	https://github.com/MemTensor/MemRL/tags
	https://github.com/MemTensor/MemRL/branches
	https://github.com/MemTensor/MemRL/tags
77 Commits	https://github.com/MemTensor/MemRL/commits/main/
	https://github.com/MemTensor/MemRL/commits/main/
3rdparty	https://github.com/MemTensor/MemRL/tree/main/3rdparty
3rdparty	https://github.com/MemTensor/MemRL/tree/main/3rdparty
configs	https://github.com/MemTensor/MemRL/tree/main/configs
configs	https://github.com/MemTensor/MemRL/tree/main/configs
data	https://github.com/MemTensor/MemRL/tree/main/data
data	https://github.com/MemTensor/MemRL/tree/main/data
memrl	https://github.com/MemTensor/MemRL/tree/main/memrl
memrl	https://github.com/MemTensor/MemRL/tree/main/memrl
openspec	https://github.com/MemTensor/MemRL/tree/main/openspec
openspec	https://github.com/MemTensor/MemRL/tree/main/openspec
run	https://github.com/MemTensor/MemRL/tree/main/run
run	https://github.com/MemTensor/MemRL/tree/main/run
scripts	https://github.com/MemTensor/MemRL/tree/main/scripts
scripts	https://github.com/MemTensor/MemRL/tree/main/scripts
.gitignore	https://github.com/MemTensor/MemRL/blob/main/.gitignore
.gitignore	https://github.com/MemTensor/MemRL/blob/main/.gitignore
LICENSE	https://github.com/MemTensor/MemRL/blob/main/LICENSE
LICENSE	https://github.com/MemTensor/MemRL/blob/main/LICENSE
README.md	https://github.com/MemTensor/MemRL/blob/main/README.md
README.md	https://github.com/MemTensor/MemRL/blob/main/README.md
framework_overview.pdf	https://github.com/MemTensor/MemRL/blob/main/framework_overview.pdf
framework_overview.pdf	https://github.com/MemTensor/MemRL/blob/main/framework_overview.pdf
framework_overview.png	https://github.com/MemTensor/MemRL/blob/main/framework_overview.png
framework_overview.png	https://github.com/MemTensor/MemRL/blob/main/framework_overview.png
pyproject.toml	https://github.com/MemTensor/MemRL/blob/main/pyproject.toml
pyproject.toml	https://github.com/MemTensor/MemRL/blob/main/pyproject.toml
requirements.txt	https://github.com/MemTensor/MemRL/blob/main/requirements.txt
requirements.txt	https://github.com/MemTensor/MemRL/blob/main/requirements.txt
README	https://github.com/MemTensor/MemRL
MIT license	https://github.com/MemTensor/MemRL
	https://github.com/MemTensor/MemRL#memrl-self-evolving-agents-via-runtime-reinforcement-learning-on-episodic-memory
MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory	https://arxiv.org/abs/2601.03192
	https://github.com/MemTensor/MemRL#abstract
	https://github.com/MemTensor/MemRL#framework-overview
	https://github.com/MemTensor/MemRL/blob/main/framework_overview.pdf
	https://github.com/MemTensor/MemRL#installation
	https://github.com/MemTensor/MemRL#api-keys--endpoints
	https://github.com/MemTensor/MemRL#running-the-4-benchmarks
	https://github.com/MemTensor/MemRL#1-hle
HLE	https://huggingface.co/datasets/cais/hle
artificialanalysis	https://artificialanalysis.ai/evaluations/humanitys-last-exam
	https://github.com/MemTensor/MemRL#2-alfworld
ALFWorld	https://github.com/alfworld/alfworld
ReAct	https://github.com/ysymyth/ReAct
	https://github.com/MemTensor/MemRL#3-lifelong-agent-bench-llb--lifelongagentbench
LifelongAgentBench	https://github.com/caixd-220529/LifelongAgentBench
	https://github.com/MemTensor/MemRL#4-bigcodebench-bcb
	https://github.com/MemTensor/MemRL#troubleshooting
	https://github.com/MemTensor/MemRL#importerror-cxxabi_1315-not-found-often-mentions-libstdcso6--libicui18nso
	https://github.com/MemTensor/MemRL#project-layout
	https://github.com/MemTensor/MemRL#citation
arxiv.org/abs/2601.03192	https://arxiv.org/abs/2601.03192
Readme	https://github.com/MemTensor/MemRL#readme-ov-file
MIT license	https://github.com/MemTensor/MemRL#MIT-1-ov-file
Activity	https://github.com/MemTensor/MemRL/activity
Custom properties	https://github.com/MemTensor/MemRL/custom-properties
18 forks	https://github.com/MemTensor/MemRL/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FMemTensor%2FMemRL&report=MemTensor+%28user%29
	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.