# QA-Swarm

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Franshesco Ordonez](https://cerebralvalley.ai/u/Franshesco777)
- **GitHub:** https://github.com/franshesco79/QA-Swarm
- **Demo video:** https://youtu.be/PmUnPmyVzq0
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3281

Modern software QA operates in disconnected silos: visual regression tools flag pixel diffs without understanding backend code, while static analyzers scan code without seeing how layouts break on screen. Developers waste over 40% of debugging time manually translating visual UI defects into exact file and line coordinates.

QA-Swarm is an autonomous, closed-loop multimodal QA and self-healing engine. Instead of merely reporting visual bugs, QA-Swarm acts as an autonomous spatial coding agent that closes the loop from pixel anomaly detection to verified source code remediation and CI/CD governance across a 4-stage pipeline:

1. Stage 01 — SAM 3.1 Spatial Cortex: Captures live targets via our Playwright MCP agent or ingests CI/CD artifacts, isolating layout anomalies at sub-pixel precision with normalized bounding boxes and computing a deterministic System Health Score (e.g., 54/100 -> BLOCK_DEPLOYMENT).
2. Stage 02 — Muse Spark 1.3 Causal Fixer (Root-Cause Linking): Correlates visual bounding box coordinates directly to the offending token in the AST (Line 18, width: 120px) and synthesizes a deterministic Unified Code Diff patch in one click.
3. Stage 03 — Adversarial Chaos Engine & Automated Testing: Stress-tests the UI across 5 adversarial edge-case vectors (buffer overflow, mobile viewport collapse, RTL localization flip, boundary type mutation, and concurrency event storm) and auto-generates an executable Playwright regression test script.
4. Stage 04 — Headless CLI & OASIS SARIF v2.1.0 CI/CD Gate: Enforces strict CI/CD deployment gates by blocking broken builds and exporting OASIS SARIF v2.1.0 reports directly into GitHub Code Scanning.

Universal Scope & Future App Development Implementations:
Because QA-Swarm operates on rendered pixel buffers paired with source code ASTs, its architecture extends beyond web apps into a universal foundation for full-stack app development—capable of auditing and self-healing Mobile Apps (iOS, Android, React Native, Flutter), Desktop Applications (Windows, macOS, Electron), and enterprise software pipelines.

## More from Meta Global AI Developer Hackathon

- [Zambrite](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3278)
- [crosscheck](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3279)
- [Think Beyond](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3280)
- [Betew](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3282)
- [Michael Hood](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3283)
- [ENM Ventures](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3284)

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