[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-105452":3},{"id":4,"name":5,"fullName":6,"owner":7,"repo":5,"description":8,"homepage":9,"htmlUrl":10,"language":11,"languages":10,"totalLinesOfCode":10,"stars":12,"forks":13,"watchers":14,"openIssues":13,"contributorsCount":15,"subscribersCount":15,"size":15,"stars1d":16,"stars7d":16,"stars30d":16,"stars90d":15,"forks30d":15,"starsTrendScore":17,"compositeScore":18,"rankGlobal":10,"rankLanguage":10,"license":10,"archived":19,"fork":19,"defaultBranch":20,"hasWiki":21,"hasPages":21,"topics":22,"createdAt":10,"pushedAt":10,"updatedAt":25,"readmeContent":26,"aiSummary":10,"trendingCount":15,"starSnapshotCount":15,"syncStatus":27,"lastSyncTime":28,"discoverSource":29},105452,"pero","phodal\u002Fpero","phodal","Open-source AI4S workspace connecting people, agents, and compute through project-based collaboration, proactive workflows, and distributed tasks.","https:\u002F\u002Fopenpero.com\u002F",null,"Go",72,7,51,0,12,36,62.91,false,"master",true,[23,24],"ai4s","ai4science","2026-11-01 00:17:06","\u003Cp align=\"center\">\n  \u003Cimg src=\"docs\u002Fassets\u002Fopenpero-mark.svg\" width=\"72\" alt=\"Pero logo\">\n\u003C\u002Fp>\n\n\u003Ch1 align=\"center\">Pero\u003C\u002Fh1>\n\n\u003Cp align=\"center\">\n  \u003Cb>Composable research apps and distributed agent collaboration.\u003C\u002Fb>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fphodal\u002Fpero\u002Freleases\">Download dev build\u003C\u002Fa> ·\n  \u003Ca href=\"ROADMAP.md\">Roadmap\u003C\u002Fa> ·\n  \u003Ca href=\"DEVELOPMENT.md\">Development\u003C\u002Fa> ·\n  \u003Ca href=\"#status\">Status\u003C\u002Fa> ·\n  \u003Ca href=\"#contribute\">Contribute\u003C\u002Fa> ·\n  \u003Ca href=\"README.zh-CN.md\">简体中文\u003C\u002Fa>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"docs\u002Fassets\u002Fopenpero-overview.svg\" alt=\"Research workflow: question, task, execution, review and project memory\" width=\"900\">\n\u003C\u002Fp>\n\n> [!NOTE]\n> **Development preview.** macOS arm64 builds are available. There is no stable release yet.\n\n## Why\n\nA research workflow often starts as a script, notebook or model demo. Pero turns it into an App that can run on its own or alongside other tools in a shared workbench. Virtual Cell is the first example, with cell-atlas exploration and reaction simulation.\n\nThe longer-term goal is to connect these Apps with agents, collaborators and compute while keeping inputs, methods and results traceable.\n\n![Research Apps, agent capabilities and delivery options; dashed elements are planned](docs\u002Fassets\u002Fopenpero-building-blocks.svg)\n\n## Status\n\n| Area | Current status | Roadmap |\n| --- | --- | --- |\n| Desktop & Agent sessions | ACP conversations, tool results, approval UI, history and workspaces implemented | [Sessions](ROADMAP.md#会话与-agent) |\n| Tasks & Workers | Dispatch, leases, cancellation and recovery implemented; Linux real-provider acceptance pending | [Tasks](ROADMAP.md#任务与贡献) |\n| GitHub & contributions | Intake, claims and local coding implemented; real GitHub PR publication acceptance pending | [Contributions](ROADMAP.md#认领与代码贡献) |\n| Apps & products | Virtual Cell runs locally and in a macOS development package; Agent tools and task integration pending | [Apps & products](ROADMAP.md#app-与产品) |\n| Projects, knowledge & teams | Project journals, memory, Pages and team sync planned | [Projects & teams](ROADMAP.md#项目与团队) |\n| Playbooks, plugins & connectors | Method orchestration, multi-agent teams and MCP integrations planned | [Methods](ROADMAP.md#自动化与方法) |\n| Trusted delivery | Artifact versions, independent verification and acceptance decisions planned | [Verification](ROADMAP.md#验证与发布) |\n| Execution environments | Environment templates, Use lifecycle, isolation and resource matching planned | [Environments](ROADMAP.md#环境与部署) |\n| Web & mobile workbench | Shared workbench clients planned; a static WASM preview is published at `\u002Fworkbench\u002F`. Other Web pages are demos or task browsing | [Clients](ROADMAP.md#web-与移动端) |\n\n## How it works\n\nThe intended workflow is to define a task with fixed inputs and checks, assign it to a collaborator or approved worker, then review the recorded result. Compute can stay on a personal machine, a lab server or the cloud; coordination can be self-hosted.\n\nAgents propose work; people approve consequential actions and accepted conclusions. Task intake alone grants no execution permission, and runs retain the evidence needed for review.\n\n![Pero architecture: clients, Cloud coordination, Host execution, capabilities, environments, and trusted delivery](docs\u002Fassets\u002Fopenpero-architecture.svg)\n\nSolid boxes mark implemented foundations; dashed boxes and links mark planned capabilities or integration. The end-to-end research workflow remains in progress. See the [architecture](docs\u002FARCHITECTURE.md) and [development guide](DEVELOPMENT.md) for details.\n\n## Contribute\n\nBring a research use case, contribute a method or App, or review results. Pick a bounded item from the [Roadmap](ROADMAP.md); for substantial changes, open an Issue to agree on scope and acceptance criteria. Include a reproducible check with code changes. AI-assisted contributions follow the same review process. See [CONTRIBUTING](CONTRIBUTING.md).\n\n\u003Cp align=\"center\">\n  \u003Cimg src=\"docs\u002Fassets\u002Fwechat-group.jpg\" width=\"240\" alt=\"WeChat group: Pero - 瞎摸 AI4S\">\n\u003C\u002Fp>\n",2,"2026-10-31 04:26:50","CREATED_QUERY"]