René's URL Explorer Experiment


Title: Integrate checkpoint continuation with judge lifecycle hardening by loopx-agent · Pull Request #1 · loopx-agent/EdgeBench · GitHub

Open Graph Title: Integrate checkpoint continuation with judge lifecycle hardening by loopx-agent · Pull Request #1 · loopx-agent/EdgeBench

X Title: Integrate checkpoint continuation with judge lifecycle hardening by loopx-agent · Pull Request #1 · loopx-agent/EdgeBench

Description: EdgeBench: Unveiling scaling laws of learning from real-world environments - Integrate checkpoint continuation with judge lifecycle hardening by loopx-agent · Pull Request #1 · loopx-agent/EdgeBench

Open Graph Description: This integration combines native checkpoint continuation with the judge lifecycle improvements proposed in EdgeBench #26. A restored run keeps its original registration, absolute deadline, feedback...

X Description: This integration combines native checkpoint continuation with the judge lifecycle improvements proposed in EdgeBench #26. A restored run keeps its original registration, absolute deadline, feedback...

Opengraph URL: https://github.com/loopx-agent/EdgeBench/pull/1

X: @github

direct link

Domain: github.com

react-profiling0
react-import-mapreact,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/_view_fragments/voltron/pull_requests/show/:user_id/:repository/:id/pull_request_layout(.:format)
route-controllervoltron_pull_requests_fragments
route-actionpull_request_layout
fetch-noncev2:4dea4517-5ab8-f8bd-58f1-d069a57c6ef2
current-catalog-service-hashae870bc5e265a340912cde392f23dad3671a0a881730ffdadd82f2f57d81641b
request-id831A:1CAA92:10477DB:1547ABF:6AED6018
html-safe-nonce2e72755a4577481b6cde49a9007b27e07bbae23a500c3e52dc874e7f4ab30947
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4MzFBOjFDQUE5MjoxMDQ3N0RCOjE1NDdBQkY6NkFFRDYwMTgiLCJ2aXNpdG9yX2lkIjoiODM2MDI3NTQzODI3NzA1ODU4NCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmace5286deef256dd7f3908255930d2d85f458ed92af1e6442af9acdd13e4cc6cb3
hovercard-subject-tagpull_request:4877671060
github-keyboard-shortcutsrepository,pull-request-list,pull-request-conversation,pull-request-files-changed,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location///voltron/pull_requests_fragments/pull_request_layout
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/_view_fragments/voltron/pull_requests/show/loopx-agent/EdgeBench/1/pull_request_layout
twitter:imagehttps://opengraph.githubassets.com/53f86c1c2f3451e5b9cd6d2842a4ca5ddc567478fb242ad364c855b366f3d611/loopx-agent/EdgeBench/pull/1
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/53f86c1c2f3451e5b9cd6d2842a4ca5ddc567478fb242ad364c855b366f3d611/loopx-agent/EdgeBench/pull/1
og:image:altThis integration combines native checkpoint continuation with the judge lifecycle improvements proposed in EdgeBench #26. A restored run keeps its original registration, absolute deadline, feedback...
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
og:author:usernameloopx-agent
hostnamegithub.com
expected-hostnamegithub.com
None56fb42677ae87ed3e64410323d67980aa65d0485568a7858f874e7edfc6d1c11
turbo-cache-controlno-cache
go-importgithub.com/loopx-agent/EdgeBench git https://github.com/loopx-agent/EdgeBench.git
octolytics-dimension-user_id337587101
octolytics-dimension-user_loginloopx-agent
octolytics-dimension-repository_id1414152382
octolytics-dimension-repository_nwoloopx-agent/EdgeBench
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id1278163240
octolytics-dimension-repository_parent_nwoByteDance-Seed/EdgeBench
octolytics-dimension-repository_network_root_id1278163240
octolytics-dimension-repository_network_root_nwoByteDance-Seed/EdgeBench
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
release9c9a37e2423ed382cf39f70b5aa4b4858b40a3b0
ui-targetfull
theme-color#1e2327
color-schemelight dark
react-app-namepull-requests

Links:

Skip to contenthttps://github.com/loopx-agent/EdgeBench/pull/1#start-of-content
https://github.com/
Sign inhttps://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Floopx-agent%2FEdgeBench%2Fpull%2F1
GitHubRepository hosting, code review, and collaborationhttps://github.com/platform
CopilotAI coding agent for tasks, projects, and automated workhttps://github.com/features/copilot
ActionsCI/CD and automationhttps://github.com/features/actions
Code QualityQuality analysis, fixes, and enforcementhttps://github.com/features/code-quality
CodespacesCloud development environmentshttps://github.com/features/codespaces
Code SecurityVulnerability detection and remediationhttps://github.com/security/advanced-security/code-security
Secret ProtectionSecret scanning and leak preventionhttps://github.com/security/advanced-security/secret-protection
All Featureshttps://github.com/features
Documentationhttps://docs.github.com/en
Traininghttps://learn.github.com/skills
Certificationshttps://learn.github.com/credentials
Build with Copilothttps://github.com/features/ai
Customize Copilothttps://docs.github.com/en/copilot/how-tos/copilot-on-github/customize-copilot/customize-copilot-overview
Integrationshttps://github.com/marketplace
Trending reposhttps://github.com/trending
GitHub Sponsorshttps://github.com/open-source/sponsors
Developer articleshttps://github.com/resources/articles
ChangelogYour source for the latest features, improvements, and fixes across GitHub products, all in one place.https://github.blog/changelog/
Enterpriseshttps://github.com/enterprise
Teamhttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
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
See all industrieshttps://github.com/solutions/industry
Why GitHubhttps://github.com/why-github
Customer Storieshttps://github.com/customer-stories
Business insightshttps://github.com/solutions/executive-insights
Trust Centerhttps://github.com/trust-center
GitHub Advanced SecurityEnterprise-grade code securityhttps://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/enterprise/premium-support
Documentationhttps://docs.github.com/en
Resource centerhttps://github.com/resources
Bloghttps://github.blog/
Events & webinarshttps://github.com/resources/events
Community Forumhttps://github.com/orgs/community/discussions
Customer Storieshttps://github.com/customer-stories
Integrationshttps://github.com/marketplace
Customer supporthttps://help.github.com/
Traininghttps://learn.github.com/skills
GitHub Statushttps://www.githubstatus.com/
Abouthttps://github.com/about
Partnershttps://github.com/partners
Changeloghttps://github.blog/changelog/
GitHub UniverseThe event for developers, by developers — talks, workshops, and what’s next for GitHub.https://githubuniverse.com/
Pricinghttps://github.com/pricing
Sign inhttps://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Floopx-agent%2FEdgeBench%2Fpull%2F1
Sign uphttps://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Fvoltron%2Fpull_requests_fragments%2Fpull_request_layout&source=header-repo&source_repo=loopx-agent%2FEdgeBench
Reloadhttps://github.com/loopx-agent/EdgeBench/pull/1
Reloadhttps://github.com/loopx-agent/EdgeBench/pull/1
Reloadhttps://github.com/loopx-agent/EdgeBench/pull/1
loopx-agenthttps://github.com/loopx-agent
EdgeBenchhttps://github.com/loopx-agent/EdgeBench
Codehttps://github.com/loopx-agent/EdgeBench
Pull requests1 (1)https://github.com/loopx-agent/EdgeBench/pulls
Actionshttps://github.com/loopx-agent/EdgeBench/actions
Projectshttps://github.com/loopx-agent/EdgeBench/projects
Security and qualityhttps://github.com/loopx-agent/EdgeBench/security
Insightshttps://github.com/loopx-agent/EdgeBench/pulse
https://github.com/loopx-agent/EdgeBench
loopx-agenthttps://github.com/loopx-agent
codex/edgebench-checkpoint-provider-integration-20261013https://github.com/loopx-agent/EdgeBench/tree/codex/edgebench-checkpoint-provider-integration-20261013
codex/edgebench-checkpoint-lifecycle-integration-20261016https://github.com/loopx-agent/EdgeBench/tree/codex/edgebench-checkpoint-lifecycle-integration-20261016
Conversationhttps://github.com/loopx-agent/EdgeBench/pull/1
Commits9 (9)https://github.com/loopx-agent/EdgeBench/pull/1/commits
Checkshttps://github.com/loopx-agent/EdgeBench/pull/1/checks
Files changedhttps://github.com/loopx-agent/EdgeBench/pull/1/files
Integrate checkpoint continuation with judge lifecycle hardeninghttps://github.com/loopx-agent/EdgeBench/pull/1#top
loopx-agenthttps://github.com/loopx-agent
codex/edgebench-checkpoint-provider-integration-20261013https://github.com/loopx-agent/EdgeBench/tree/codex/edgebench-checkpoint-provider-integration-20261013
codex/edgebench-checkpoint-lifecycle-integration-20261016https://github.com/loopx-agent/EdgeBench/tree/codex/edgebench-checkpoint-lifecycle-integration-20261016
https://github.com/loopx-agent
loopx-agenthttps://github.com/loopx-agent
Oct 15, 2026https://github.com/loopx-agent/EdgeBench/pull/1#issue-5871339468
Please reload this pagehttps://github.com/loopx-agent/EdgeBench/pull/1
EdgeBench #26https://github.com/ByteDance-Seed/EdgeBench/pull/26
ByteDance-Seed#26https://github.com/ByteDance-Seed/EdgeBench/pull/26
Please reload this pagehttps://github.com/loopx-agent/EdgeBench/pull/1
huangruitenghttps://github.com/huangruiteng
October 14, 2026 01:47https://github.com/loopx-agent/EdgeBench/pull/1#commits-pushed-45bc852
https://github.com/huangruiteng
feat(harness): stabilize long-running judge lifecyclehttps://github.com/loopx-agent/EdgeBench/pull/1/commits/45bc852ee1bad1d5a09de0ad7e526df5d928970b
45bc852https://github.com/loopx-agent/EdgeBench/pull/1/commits/45bc852ee1bad1d5a09de0ad7e526df5d928970b
https://github.com/huangruiteng
feat(judge): allow app-local backend factoryhttps://github.com/loopx-agent/EdgeBench/pull/1/commits/75be2d24cbaec8ae2ef9fd0a50bef7f7a035463d
75be2d2https://github.com/loopx-agent/EdgeBench/pull/1/commits/75be2d24cbaec8ae2ef9fd0a50bef7f7a035463d
https://github.com/huangruiteng
test(judge): keep synthetic backend contract explicithttps://github.com/loopx-agent/EdgeBench/pull/1/commits/9d6dbeb0377e32570278b4464f065dbdecb21282
9d6dbebhttps://github.com/loopx-agent/EdgeBench/pull/1/commits/9d6dbeb0377e32570278b4464f065dbdecb21282
https://github.com/loopx-agent
feat(harness): continue restored registrations under the original dea…https://github.com/loopx-agent/EdgeBench/pull/1/commits/fd5c7b9c0d458a1161546e7fcb94da2084d3eaf0
fd5c7b9https://github.com/loopx-agent/EdgeBench/pull/1/commits/fd5c7b9c0d458a1161546e7fcb94da2084d3eaf0
https://github.com/loopx-agent
test(harness): qualify restored work and deadline failure boundarieshttps://github.com/loopx-agent/EdgeBench/pull/1/commits/decf67c3937db8ae95bd2e713d4da3d6fa23185c
decf67chttps://github.com/loopx-agent/EdgeBench/pull/1/commits/decf67c3937db8ae95bd2e713d4da3d6fa23185c
https://github.com/huangruiteng
fix(harness): recover and budget host judge capacityhttps://github.com/loopx-agent/EdgeBench/pull/1/commits/93231f315922ce2a6082667847fbbe7ec31fca2a
93231f3https://github.com/loopx-agent/EdgeBench/pull/1/commits/93231f315922ce2a6082667847fbbe7ec31fca2a
https://github.com/huangruiteng
Integrate native restored execution into checkpoint providerhttps://github.com/loopx-agent/EdgeBench/pull/1/commits/c6bc334ca0687c7cf16d5d5d3e7569bf35a2d1c8
c6bc334https://github.com/loopx-agent/EdgeBench/pull/1/commits/c6bc334ca0687c7cf16d5d5d3e7569bf35a2d1c8
https://github.com/huangruiteng
Integrate judge lifecycle with checkpoint-safe admission and confirme…https://github.com/loopx-agent/EdgeBench/pull/1/commits/d5b1c5ad2fac17de436dc181a5a0448edd21ef78
d5b1c5ahttps://github.com/loopx-agent/EdgeBench/pull/1/commits/d5b1c5ad2fac17de436dc181a5a0448edd21ef78
https://github.com/huangruiteng
test(harness): qualify restored execution with shared host budgetshttps://github.com/loopx-agent/EdgeBench/pull/1/commits/f688be99b22b5a075e8b0b41eb5f58c487204481
f688be9https://github.com/loopx-agent/EdgeBench/pull/1/commits/f688be99b22b5a075e8b0b41eb5f58c487204481
https://github.co/hiddenchars
https://github.com/loopx-agent/EdgeBench/pull/{{ revealButtonHref }}
Sign up for freehttps://github.com/join?source=comment-repo
Sign in to commenthttps://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Floopx-agent%2FEdgeBench%2Fpull%2F1
Please reload this pagehttps://github.com/loopx-agent/EdgeBench/pull/1
Please reload this pagehttps://github.com/loopx-agent/EdgeBench/pull/1
https://github.com/loopx-agent
https://github.com/huangruiteng
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.