[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"project-93303":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":15,"contributorsCount":15,"subscribersCount":15,"size":15,"stars1d":15,"stars7d":16,"stars30d":16,"stars90d":15,"forks30d":15,"starsTrendScore":17,"compositeScore":18,"rankGlobal":10,"rankLanguage":10,"license":19,"archived":20,"fork":20,"defaultBranch":21,"hasWiki":20,"hasPages":20,"topics":22,"createdAt":10,"pushedAt":10,"updatedAt":23,"readmeContent":24,"aiSummary":25,"trendingCount":15,"starSnapshotCount":15,"syncStatus":26,"lastSyncTime":27,"discoverSource":28},93303,"quantumbyte","QuantumByteOSS\u002Fquantumbyte","QuantumByteOSS","Open-source app builder engine — intent to working app","https:\u002F\u002Fquantumbyte.ai",null,"Python",333,46,10,0,25,7,60.02,"Apache License 2.0",false,"main",[],"2026-07-22 04:02:08","\u003Cp align=\"center\">\n  \u003Cimg src=\"apps\u002Fweb\u002Fpublic\u002Flogo_qbits_color.png\" width=\"180\" alt=\"QuantumByte\" \u002F>\n\u003C\u002Fp>\n\n\u003Ch1 align=\"center\">Vibe coding is just the beginning.\u003C\u002Fh1>\n\n\u003Cp align=\"center\">\n  The open-source Convergence App Builder.\u003Cbr \u002F>\n  Generate a working app from intent, then verify every agent turn against its business requirements.\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"LICENSE\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Flicense-Apache%202.0-blue\" alt=\"Apache 2.0 license\" \u002F>\u003C\u002Fa>\n  \u003Ca href=\"https:\u002F\u002Fdiscord.gg\u002FzFD35kwHmU\">\u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002FDiscord-join%20the%20founding%20group-5865F2?logo=discord&logoColor=white\" alt=\"Join the founding group on Discord\" \u002F>\u003C\u002Fa>\n  \u003Cimg src=\"https:\u002F\u002Fimg.shields.io\u002Fbadge\u002Fstatus-public%20alpha-f59e0b\" alt=\"Public alpha\" \u002F>\n\u003C\u002Fp>\n\n\u003Cp align=\"center\">\n  \u003Ca href=\"#quickstart\">Quickstart\u003C\u002Fa> ·\n  \u003Ca href=\"#why-convergence\">Why convergence\u003C\u002Fa> ·\n  \u003Ca href=\"#how-the-harness-works\">The harness\u003C\u002Fa> ·\n  \u003Ca href=\"https:\u002F\u002Fdiscord.gg\u002FzFD35kwHmU\">Contribute\u003C\u002Fa>\n\u003C\u002Fp>\n\n> **The model generates. The harness verifies. Humans decide when it is ready.**\n\nQuantumByte is early, working, and intentionally being built in public. We are looking for founding contributors who believe software should be shaped by the people who understand the problem, not only by the people who can code.\n\n**[Join the founding group on Discord](https:\u002F\u002Fdiscord.gg\u002FzFD35kwHmU)**\n\n## Why convergence\n\nVibe coding made software creation accessible. That is the breakthrough.\n\nBut an app can look finished long before it is ready for real operations. The interface renders. The happy path works. The demo impresses. Important requirements can still be missing, misunderstood, or silently broken.\n\nWe call this **false convergence**.\n\nGeneration gets you to an app that builds. Convergence asks what comes next:\n\n- Does the app still match the original intent?\n- Are its critical business requirements satisfied?\n- What evidence supports each verdict?\n- What must be repaired before humans trust it?\n\nQuantumByte turns app generation into a continuing loop:\n\n```text\nIntent -> Build -> Verify -> Evidence -> Repair or Ready\n```\n\nThe current open-source release begins with explicit business requirements. After every agent turn, a separate read-only harness checks the app requirement by requirement and returns structured verdicts with evidence.\n\n## What ships today\n\n### App builder\n\n- Conversational intent capture and product overview\n- Agent-generated applications in dedicated project repositories\n- Build recovery after every completed agent turn\n- Live app previews with health checks and device frames\n- Worker coordination with project affinity and turn recovery\n\n### Requirements harness\n\n- Requirements derived from the product overview\n- User-locked requirements that remain authoritative\n- Independent, read-only audits for every requirement\n- Structured `SUCCESS` or `FAIL` verdicts with evidence\n- `INCONCLUSIVE` recorded separately from genuine failure\n- Diff-scoped re-verification when relevant files change\n- Non-blocking background runs with live verdicts in the UI\n\n## Quickstart\n\n### Prerequisites\n\n- Docker and Docker Compose (Postgres, Redis, and minio run in containers)\n- Node.js 20+ and npm\n- Python 3.11+\n- An Anthropic API key for the current worker implementation\n\n### Run locally\n\n```bash\ngit clone https:\u002F\u002Fgithub.com\u002FQuantumByteOSS\u002Fquantumbyte.git\ncd quantumbyte\n\nmake install\nmake db-up\nmake migrate\nmake dev\n```\n\nOpen [http:\u002F\u002Flocalhost:3000](http:\u002F\u002Flocalhost:3000). Run `make help` to see all development commands.\n\nFor environment variables, service topology, and troubleshooting, read [docs\u002Frunning.md](docs\u002Frunning.md).\n\n## How the harness works\n\n```text\nUser intent\n    |\n    v\nProduct overview -> Builder agent -> Working app\n                                      |\n                                      v\n                            Read-only harness\n                                      |\n                   +------------------+------------------+\n                   |                  |                  |\n                Verdict            Evidence         Watched files\n                   |                  |                  |\n                   +------------------+------------------+\n                                      |\n                                      v\n                               Repair or ready\n```\n\nThe builder and verifier are deliberately separated. The builder can edit the project. The harness evaluates one business requirement at a time without inheriting the builder's conversation, and it cannot modify the repository it is auditing.\n\n## Architecture\n\n- **`apps\u002Fweb`**: workspace, chat, live preview, and requirements UI using Next.js, TypeScript, and Prisma\n- **`apps\u002Forchestrator`**: project assignment, worker coordination, and recovery using Python and PostgreSQL\n- **`apps\u002Fworker`**: agent execution, build loop, workspace management, and requirements harness using Python and the Claude Agent SDK\n- **PostgreSQL**: source of truth for projects, messages, workers, requirements, and verdicts\n- **Redis**: per-project harness locking\n- **minio**: S3-compatible store for agent-generated assets\n\nThe current worker uses the Claude Agent SDK. Provider-neutral agent boundaries and additional model providers are on the roadmap.\n\nSee [ARCHITECTURE.md](ARCHITECTURE.md) for the system overview.\n\n## Convergence Programming\n\nQuantumByte is an early executable system inspired by **Convergence Programming**, a research framework for AI-assisted programming and agents.\n\nTraditional software generation is often framed as `specification -> program`. Convergence Programming studies the larger trajectory:\n\n```text\nlossy intent\n    -> generated behavior\n    -> observation\n    -> evidence\n    -> repair\n    -> readiness decision\n    -> action or block\n```\n\nThe current harness implements one part of that agenda: continuous verification of generated software against explicit business requirements. It does not yet claim full world-grounded verification, complete production readiness, or the proposed ConvergenceBench evaluation framework.\n\n## Roadmap\n\n- [x] Intent-to-app generation\n- [x] Live previews and health checks\n- [x] Continuous business-requirements harness\n- [x] Per-requirement verdicts and evidence\n- [ ] One-command self-hosting\n- [ ] Model and agent provider adapters\n- [ ] Concept, code, and blueprint editors\n- [ ] World-grounded evidence and readiness gates\n- [ ] ConvergenceBench reference tasks and evaluation tooling\n\nSee [docs\u002Froadmap.md](docs\u002Froadmap.md) for milestone details.\n\n## Why open source\n\nThe AI app-generation layer is commoditizing. We would rather help it happen than pretend otherwise.\n\nGenerating more code is not the durable problem. The harder problem is keeping human intent, AI interpretation, generated behavior, and operational requirements aligned as the system changes.\n\nWe are opening the engine so programmers and researchers can inspect the harness, challenge its assumptions, reproduce its behavior, and help build better ways to decide when AI-generated software is actually ready.\n\n## Contributing\n\nThe first contributor group is intentionally small. We are looking for engineers with taste, first-principles thinkers who still ship, and researchers interested in requirements, verification, agents, and human-AI collaboration.\n\n1. **[Join the Discord](https:\u002F\u002Fdiscord.gg\u002FzFD35kwHmU)** and introduce yourself.\n2. Read [CONTRIBUTING.md](CONTRIBUTING.md).\n3. Review [docs\u002Froadmap.md](docs\u002Froadmap.md) and propose where you can help.\n\nAll participation is governed by our [Code of Conduct](CODE_OF_CONDUCT.md). Report security issues according to [SECURITY.md](SECURITY.md).\n\n## License\n\nQuantumByte is licensed under the [Apache License 2.0](LICENSE).\n","QuantumByte 是一个开源的意图驱动型应用构建引擎，支持从自然语言描述的业务意图自动生成可运行的应用，并通过独立的要求验证机制持续校验生成结果与原始业务需求的一致性。其核心技术包括对话式意图捕获、基于代理的分步应用生成、实时预览与健康检查，以及专为业务要求设计的只读验证框架（Requirements Harness），能逐条输出结构化验证结论（SUCCESS\u002FFAIL\u002FINCONCLUSIVE）及证据。适用于需要快速原型验证、确保生成应用符合关键业务逻辑的场景，如企业内部工具开发、合规敏感型轻量级应用构建及低代码\u002F无代码流程中的可信度增强环节。",2,"2026-07-16 02:30:02","CREATED_QUERY"]