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Title: GitHub - loopx-project/loopx: Turn long-horizon goals into verifiable results. A local-first semantic control plane and research workbench for long-running agent teams, across sessions and runtimes. · GitHub

Open Graph Title: GitHub - loopx-project/loopx: Turn long-horizon goals into verifiable results. A local-first semantic control plane and research workbench for long-running agent teams, across sessions and runtimes.

X Title: GitHub - loopx-project/loopx: Turn long-horizon goals into verifiable results. A local-first semantic control plane and research workbench for long-running agent teams, across sessions and runtimes.

Description: Turn long-horizon goals into verifiable results. A local-first semantic control plane and research workbench for long-running agent teams, across sessions and runtimes. - loopx-project/loopx

Open Graph Description: Turn long-horizon goals into verifiable results. A local-first semantic control plane and research workbench for long-running agent teams, across sessions and runtimes. - loopx-project/loopx

X Description: Turn long-horizon goals into verifiable results. A local-first semantic control plane and research workbench for long-running agent teams, across sessions and runtimes. - loopx-project/loopx

Opengraph URL: https://github.com/loopx-project/loopx

X: @github

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minimal custom runtime examplehttps://github.com/loopx-project/loopx/blob/main/docs/guides/minimal-custom-runtime-example.md
Embed LoopX in Your Agent Runnerhttps://github.com/loopx-project/loopx/blob/main/docs/guides/custom-agent-runner-integration.md
worker bridge install contracthttps://github.com/loopx-project/loopx/blob/main/docs/integrations/worker-bridge-install-contract.md
https://github.com/loopx-project/loopx#first-run-feedback
First-run feedbackhttps://github.com/loopx-project/loopx/issues/new?template=first_run.yml
Usage story for longer runshttps://github.com/loopx-project/loopx/issues/new?template=usage_story.yml
Basic usage statisticshttps://github.com/loopx-project/loopx/blob/main/docs/reference/usage-ping.md
https://github.com/loopx-project/loopx#evidence
https://github.com/loopx-project/loopx#lhtb-higher-mean-reward-with-the-same-model
Long-Horizon Terminal-Benchhttps://zli12321.github.io/LHTB/index.html
Interactive results, task comparisons and methodologyhttps://loopx-project.github.io/loopx/benchmarks/lhtb/
Five-arm study and limitshttps://github.com/loopx-project/loopx/blob/main/benchmark/LHTB/studies/five-arm-gpt56sol-max/README.md
Public task-level scoreshttps://github.com/loopx-project/loopx/blob/main/benchmark/LHTB/studies/five-arm-gpt56sol-max/data.json
https://github.com/loopx-project/loopx#open-source-issue-fix
https://github.com/loopx-project/loopx/blob/main/docs/assets/long-running-loop-openviking-trajectory.png
OpenViking contributorhttps://github.com/volcengine/OpenViking/pulls?q=is%3Apr+author%3Ahuangruiteng
Issue-Fix capabilityhttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/issue_fix/README.md
https://github.com/loopx-project/loopx#auto-ml-experiment
https://github.com/loopx-project/loopx/blob/main/docs/assets/long-running-loop-ml-experiment-trajectory.png
https://github.com/loopx-project/loopx#used-in-real-projects
public code-memory toolhttps://github.com/DeusData/codebase-memory-mcp
Read the evidence boundaryhttps://github.com/loopx-project/loopx/blob/main/docs/showcases/cases/independent-cpp-accuracy-long-run.md
Read the redacted casehttps://github.com/loopx-project/loopx/blob/main/docs/showcases/cases/independent-four-day-unattended-agent.md
public issuehttps://github.com/zilliztech/mfs/issues/166
Inspect the casehttps://github.com/loopx-project/loopx/blob/main/docs/showcases/cases/independent-public-engine-refactor.md
Zheng Caihttps://x.com/zigzagcai/status/2109952174822408443
vLLM PR #54951https://github.com/vllm-project/vllm/pull/54951
Inspect the workflow, full conditions, and evidence boundaryhttps://github.com/loopx-project/loopx/blob/main/docs/showcases/cases/independent-vllm-long-context-optimization.md
complete Showcase cataloghttps://github.com/loopx-project/loopx/blob/main/docs/showcases/README.md
https://github.com/loopx-project/loopx#exploratory-benchmark-studies
SWE-Marathonhttps://loopx-project.github.io/loopx/benchmarks/swe-marathon/
LHTB × LoopXhttps://loopx-project.github.io/loopx/benchmarks/lhtb/
results abovehttps://github.com/loopx-project/loopx#lhtb-results
DeepSWE behavior analysishttps://loopx-project.github.io/loopx/benchmarks/deepswe/behavior-discovery/
public homepagehttps://loopx-project.github.io/loopx/
complete Showcase cataloghttps://github.com/loopx-project/loopx/blob/main/docs/showcases/README.md
bilingual hosted indexhttps://github.com/loopx-project/loopx/blob/main/docs/showcases/index.html
Agent collaboration guidehttps://github.com/loopx-project/loopx/blob/main/docs/product/use-cases/cross-runtime/README.md
user manualhttps://my.feishu.cn/wiki/CaL5wMk9ui17ngkWzeUcMlAYnZg
https://github.com/loopx-project/loopx#capabilities
https://github.com/loopx-project/loopx#product-capability-paths
Issue Fixhttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/issue_fix/README.md
Change Qualityhttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/change_quality/README.md
Progress-Review Sentinelhttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/progress_review/README.md
Integration Branchhttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/integration_branch/README.md
Explorehttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/explore/README.md
Decision Contexthttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/decision_context/README.md
Periodic Reporthttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/periodic_report/README.md
human-readable capability indexhttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/README.md
Extensions and Capabilitieshttps://github.com/loopx-project/loopx/blob/main/docs/reference/extensions.md
https://github.com/loopx-project/loopx#core-control-plane-promises
Architecturehttps://github.com/loopx-project/loopx/blob/main/docs/architecture.md
Capability cataloghttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/README.md
Provider responsibilitieshttps://github.com/loopx-project/loopx/blob/main/docs/reference/extensions.md#runtime-responsibilities
Extension lifecyclehttps://github.com/loopx-project/loopx/blob/main/docs/reference/extensions.md#runtime-lifecycle
https://github.com/loopx-project/loopx#control-plane-surface
quota allocationhttps://github.com/loopx-project/loopx/blob/main/docs/quota-allocation.md
dashboardhttps://github.com/loopx-project/loopx/blob/main/apps/presentation/dashboard/README.md
session dash designhttps://github.com/loopx-project/loopx/blob/main/docs/product/surfaces/session-dash-panel-design.md
Lark Kanban adapterhttps://github.com/loopx-project/loopx/blob/main/docs/integrations/lark-kanban-control-plane-adapter.md
Explorehttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/explore/README.md
Reward Memory architecturehttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/reward_memory/README.md
interaction patternshttps://github.com/loopx-project/loopx/blob/main/docs/concepts/interaction-pattern-catalog.md
state modelhttps://github.com/loopx-project/loopx/blob/main/docs/state-interaction-model.md
https://github.com/loopx-project/loopx#runtime-responsibilities
Architecturehttps://github.com/loopx-project/loopx/blob/main/docs/architecture.md
Extensions and Capabilitieshttps://github.com/loopx-project/loopx/blob/main/docs/reference/extensions.md
https://github.com/loopx-project/loopx#personal-agents-teams-and-self-improving-workflows
Meta Musehttps://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/
Grok Bothttps://x.ai/news/introducing-grok-bot
persistent steward and semantic handoff RFChttps://github.com/loopx-project/loopx/blob/main/docs/architecture/rfcs/capable-manager-semantic-handoff-v0.md
three-agent collaboration demohttps://github.com/loopx-project/loopx/blob/main/examples/collaboration-delivery/README.md
Reward Memoryhttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/reward_memory/README.md
Explorehttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/explore/README.md
overall roadmaphttps://github.com/loopx-project/loopx/blob/main/docs/architecture/rfcs/loopx-overall-roadmap-v0.md
Two months of engineering, source history and core statisticshttps://loopx-project.github.io/loopx/blog/typescript-control-plane-refactor/
Watch the 86-second filmhttps://github.com/user-attachments/assets/543af0b1-c3d4-4cfb-aedd-a68563a20601
Read the analysis contracthttps://github.com/loopx-project/loopx/blob/main/docs/reference/trajectory-assessment.md
migration and recovery guidehttps://github.com/loopx-project/loopx/blob/main/docs/product/releases/v2.0.0.md
https://github.com/loopx-project/loopx#advanced-paths
https://github.com/loopx-project/loopx#recurring-work-presets
beginner preset guidehttps://github.com/loopx-project/loopx/blob/main/docs/product/foundations/beginner-loop-presets.md
https://github.com/loopx-project/loopx#governed-turns
LoopX Turn for Codex CLIhttps://github.com/loopx-project/loopx/blob/main/docs/product/runtimes/codex-cli/loopx-turn-codex-cli-quickstart.md
https://github.com/loopx-project/loopx#explore-graph-and-harness
Explore capabilityhttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/explore/README.md
Lark presentation mappinghttps://github.com/loopx-project/loopx/blob/main/loopx/capabilities/explore/README.md#presentation-sink-lark-mapping
https://github.com/loopx-project/loopx#review-agent-work
intelligent management surfacehttps://github.com/loopx-project/loopx/blob/main/docs/product/surfaces/intelligent-management-surface.md
project-level reward modelhttps://github.com/loopx-project/loopx/blob/main/docs/product/foundations/project-level-reward-model.md
Agent collaboration guidehttps://github.com/loopx-project/loopx/blob/main/docs/product/use-cases/cross-runtime/README.md
https://github.com/loopx-project/loopx#app-and-projection-paths
dashboard guidehttps://github.com/loopx-project/loopx/blob/main/apps/presentation/dashboard/README.md
public homepagehttps://loopx-project.github.io/loopx/
hosted docshttps://loopx-project.github.io/loopx/docs/
Lark Kanban adapterhttps://github.com/loopx-project/loopx/blob/main/docs/integrations/lark-kanban-control-plane-adapter.md
integration guidehttps://github.com/loopx-project/loopx/blob/main/docs/integration.md
minimal custom runtime examplehttps://github.com/loopx-project/loopx/blob/main/docs/guides/minimal-custom-runtime-example.md
custom runner integrationhttps://github.com/loopx-project/loopx/blob/main/docs/guides/custom-agent-runner-integration.md
https://github.com/loopx-project/loopx#operating-and-recovery
Getting Startedhttps://github.com/loopx-project/loopx/blob/main/docs/guides/getting-started.md
Quota Allocationhttps://github.com/loopx-project/loopx/blob/main/docs/quota-allocation.md
Long-Task Cadence Policyhttps://github.com/loopx-project/loopx/blob/main/docs/operations/long-task-cadence-policy.md
https://github.com/loopx-project/loopx#current-technical-directions
Direction trackerhttps://github.com/loopx-project/loopx/issues/3243
Direction trackerhttps://github.com/loopx-project/loopx/issues/3244
Direction trackerhttps://github.com/loopx-project/loopx/issues/3245
Direction trackerhttps://github.com/loopx-project/loopx/issues/3246
Technical Directions maphttps://github.com/loopx-project/loopx/blob/main/docs/project/technical-directions.md
GitHub Discussionhttps://github.com/loopx-project/loopx/discussions/2851
https://github.com/loopx-project/loopx#advanced-documentation
Product websitehttps://loopx-project.github.io/loopx/
Bloghttps://loopx-project.github.io/loopx/blog/
Developer Bookhttps://loopx-project.github.io/loopx/docs/book/en/
documentation portalhttps://loopx-project.github.io/loopx/docs/
documentation indexhttps://github.com/loopx-project/loopx/blob/main/docs/README.md
https://github.com/loopx-project/loopx#use-and-operate
Getting Startedhttps://github.com/loopx-project/loopx/blob/main/docs/guides/getting-started.md
User Manualhttps://my.feishu.cn/wiki/CaL5wMk9ui17ngkWzeUcMlAYnZg
Operationshttps://github.com/loopx-project/loopx/blob/main/docs/operations/README.md
Quota Allocationhttps://github.com/loopx-project/loopx/blob/main/docs/quota-allocation.md
Heartbeat Automation Prompthttps://github.com/loopx-project/loopx/blob/main/docs/heartbeat-automation-prompt.md
Dashboardhttps://github.com/loopx-project/loopx/blob/main/apps/presentation/dashboard/README.md
Status Data Contracthttps://github.com/loopx-project/loopx/blob/main/docs/status-data-contract.md
Release Readinesshttps://github.com/loopx-project/loopx/blob/main/docs/product/release-readiness.md
https://github.com/loopx-project/loopx#understand-the-control-plane
Architecturehttps://github.com/loopx-project/loopx/blob/main/docs/architecture.md
State Interaction Modelhttps://github.com/loopx-project/loopx/blob/main/docs/state-interaction-model.md
Conceptshttps://github.com/loopx-project/loopx/blob/main/docs/concepts/README.md
Product Foundationshttps://github.com/loopx-project/loopx/blob/main/docs/product/foundations/README.md
Product Visionhttps://github.com/loopx-project/loopx/blob/main/docs/product/vision.md
https://github.com/loopx-project/loopx#integrate-and-extend
Integration Guidehttps://github.com/loopx-project/loopx/blob/main/docs/integration.md
Minimal Custom Runtime Examplehttps://github.com/loopx-project/loopx/blob/main/docs/guides/minimal-custom-runtime-example.md
Custom Agent Runner Integrationhttps://github.com/loopx-project/loopx/blob/main/docs/guides/custom-agent-runner-integration.md
Integrationshttps://github.com/loopx-project/loopx/blob/main/docs/integrations/README.md
Extensions and Capabilitieshttps://github.com/loopx-project/loopx/blob/main/docs/reference/extensions.md
https://github.com/loopx-project/loopx#build-and-review-loopx
Developer Guidehttps://github.com/loopx-project/loopx/blob/main/docs/development/README.md
Reference and Protocolshttps://github.com/loopx-project/loopx/blob/main/docs/reference/README.md
Control-Plane Developer Coursehttps://github.com/loopx-project/loopx/blob/main/docs/development/control-plane-course/README.md
Testing and Qualityhttps://github.com/loopx-project/loopx/blob/main/docs/development/testing-and-quality.md
Public/Private Boundaryhttps://github.com/loopx-project/loopx/blob/main/docs/public-private-boundary.md
https://github.com/loopx-project/loopx#inspect-outcomes
Showcase Cataloghttps://github.com/loopx-project/loopx/blob/main/docs/showcases/README.md
Research and Evidencehttps://github.com/loopx-project/loopx/blob/main/docs/research/README.md
Update Noteshttps://github.com/loopx-project/loopx/blob/main/docs/update-notes/README.md
https://github.com/loopx-project/loopx#project-and-community
Current Technical Directionshttps://github.com/loopx-project/loopx/blob/main/docs/project/technical-directions.md
Project Governancehttps://github.com/loopx-project/loopx/blob/main/.github/GOVERNANCE.md
Contributinghttps://github.com/loopx-project/loopx/blob/main/CONTRIBUTING.md
Contributor Taskshttps://github.com/loopx-project/loopx/blob/main/docs/development/contributor-tasks.md
Authors and Contributorshttps://github.com/loopx-project/loopx/blob/main/docs/project/authors.md
Project Historyhttps://github.com/loopx-project/loopx/blob/main/docs/project/history.md
Name and Markshttps://github.com/loopx-project/loopx/blob/main/docs/project/trademarks.md
Brand Guide for External Usehttps://github.com/loopx-project/loopx/blob/main/docs/project/brand-guide.md
ADOPTERShttps://github.com/loopx-project/loopx/blob/main/ADOPTERS.md
Ecosystem Adoptionhttps://github.com/loopx-project/loopx/blob/main/docs/community/ecosystem-adoption.md
https://github.com/loopx-project/loopx#partner-projects
OpenVikinghttps://github.com/volcengine/OpenViking
NoKVhttps://github.com/NoKV-Lab/NoKV
https://github.com/loopx-project/loopx#current-status
Technical Directions maphttps://github.com/loopx-project/loopx/blob/main/docs/project/technical-directions.md
https://github.com/loopx-project/loopx#community--contributing
Documentationhttps://loopx-project.github.io/loopx/docs/
Bloghttps://loopx-project.github.io/loopx/blog/
Technical directionshttps://github.com/loopx-project/loopx/blob/main/docs/project/technical-directions.md
GitHub Discussionshttps://github.com/loopx-project/loopx/discussions
GitHub Issuehttps://github.com/loopx-project/loopx/issues/new/choose
Contributor Taskshttps://github.com/loopx-project/loopx/blob/main/docs/development/contributor-tasks.md
contribution guidehttps://github.com/loopx-project/loopx/blob/main/CONTRIBUTING.md
Discordhttps://discord.gg/XmGgQyCFZd
Larkhttps://github.com/loopx-project/loopx/blob/main/docs/assets/loopx-lark-developer-group.png
WeChathttps://github.com/loopx-project/loopx/blob/main/docs/assets/loopx-wechat-contact.png
Supporthttps://github.com/loopx-project/loopx/blob/main/.github/SUPPORT.md
Code of Conducthttps://github.com/loopx-project/loopx/blob/main/CODE_OF_CONDUCT.md
https://github.com/loopx-project/loopx#contributors
https://github.com/loopx-project/loopx/graphs/contributors
All GitHub contributorshttps://github.com/loopx-project/loopx/graphs/contributors
Authors and contribution recordshttps://github.com/loopx-project/loopx/blob/main/docs/project/authors.md
Governancehttps://github.com/loopx-project/loopx/blob/main/.github/GOVERNANCE.md
Project historyhttps://github.com/loopx-project/loopx/blob/main/docs/project/history.md
Name and markshttps://github.com/loopx-project/loopx/blob/main/docs/project/trademarks.md
https://github.com/loopx-project/loopx#community-chats
https://github.com/loopx-project/loopx/blob/main/docs/assets/loopx-lark-developer-group.png
https://github.com/loopx-project/loopx/blob/main/docs/assets/loopx-wechat-contact.png
https://github.com/loopx-project/loopx#star-history
https://github.com/loopx-project/loopx/stargazers
https://github.com/loopx-project/loopx#license
@huangruitenghttps://github.com/huangruiteng
creator and contributor recordhttps://github.com/loopx-project/loopx/blob/main/docs/project/authors.md
LICENSEhttps://github.com/loopx-project/loopx/blob/main/LICENSE
NOTICEhttps://github.com/loopx-project/loopx/blob/main/NOTICE
LICENSE-MIThttps://github.com/loopx-project/loopx/blob/main/LICENSE-MIT
licensing policyhttps://github.com/loopx-project/loopx/blob/main/docs/project/licensing.md
reuse and attributionhttps://github.com/loopx-project/loopx/blob/main/docs/project/licensing.md#reuse-ports-and-attribution
name and marks guidancehttps://github.com/loopx-project/loopx/blob/main/docs/project/trademarks.md
loopx-project.github.io/loopx/https://loopx-project.github.io/loopx/
agent-control-planehttps://github.com/topics/agent-control-plane
agent-harnesshttps://github.com/topics/agent-harness
agentic-softwarehttps://github.com/topics/agentic-software
ai-agentshttps://github.com/topics/ai-agents
auto-researchhttps://github.com/topics/auto-research
claude-codehttps://github.com/topics/claude-code
codexhttps://github.com/topics/codex
local-firsthttps://github.com/topics/local-first
long-horizon-agentshttps://github.com/topics/long-horizon-agents
multi-agenthttps://github.com/topics/multi-agent
rsihttps://github.com/topics/rsi
Readmehttps://github.com/loopx-project/loopx#readme-ov-file
Code of conducthttps://github.com/loopx-project/loopx#coc-ov-file
Contributinghttps://github.com/loopx-project/loopx#contributing-ov-file
Security policyhttps://github.com/loopx-project/loopx#security-ov-file
Activityhttps://github.com/loopx-project/loopx/activity
Custom propertieshttps://github.com/loopx-project/loopx/custom-properties
616 forkshttps://github.com/loopx-project/loopx/forks
Report repositoryhttps://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Floopx-project%2Floopx&report=loopx-project+%28user%29
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

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