LabsAn AI-driven
software factory.
A multi-agent SDLC orchestrator that coordinates Analysts, Project Managers, Developers, and QA agents across multiple LLM providers to iteratively build and refine complete applications. Six feature-parity platforms. Four CLIs, a browser-based control plane, and a native Android client that runs the entire pipeline on-device.
▸ PHASE 1 · ANALYST
✓ 4 components · 12 acceptance criteria
▸ PHASE 2 · PM
✓ 4 non-overlapping work assignments
▸ PHASE 3 · DEVELOPERS ×4
· index.html
· styles.css
· game.js
· tests/*.js
▸ PHASE 4 · INTEGRATION
✓ 2 issues auto-fixed
▸ PHASE 5 · QA ×3 · interactive
⚠ 4 critical · 2 major · 7 minor
▸ PHASE 6 · FEEDBACK
Score: 82% / threshold 80%
▸ PHASE 7 · SUMMARY
✓ docs/summary.md
Six Platforms
One pipeline. Six surfaces.
Four CLI ports, a browser-based control plane, and a native Android client. Each is feature-complete on the same 7-phase pipeline (9 roles on Mobile), with equivalent concurrency models.
Node.js
Canonical · ~4,040 LOC
- →Promise.all / Promise.race
- →@anthropic-ai/sdk + provider SDKs
- →Reference implementation
Python
asyncio · ~3,000 LOC
- →asyncio.Semaphore + gather
- →Async LLM clients across 4 providers
- →Playwright for visual QA
Go
Goroutines · ~3,590 LOC
- →Channels as semaphores
- →chromedp for browser automation
- →Single static binary
.NET 10
Task.WhenAll · ~3,030 LOC
- →SemaphoreSlim limits
- →HttpClient + System.Text.Json
- →Playwright.NET
Next.js Web
SSE Control Plane
- →Live SSE dashboard
- →Event-sourced replay
- →OIDC via Rdn.Identity
Mobile · Android
Kotlin · 9-role · On-Device
- →Kotlin Coroutines + StateFlow
- →AES-256-GCM key vault
- →Five-dim Quality Scorecard
The Pipeline
Seven phases. Iterative until done.
Each phase uses specialized agents with role-specific prompts and configurable LLM providers. If the QA score is below the threshold, the pipeline loops back to Developers with the deduplicated feedback.
Analyst
Decomposes requirements
PM
Assigns non-overlapping work
Developers
Parallel code generation
Integration
Cross-file consistency check
QA
Independent review · all files
Feedback
Score + deduplicate
Summary
User-facing documentation
score < threshold → loop back to PM with QA feedback
Multi-Provider
Mix every major model, by role.
Different agents have different needs. The Analyst wants cheap and fast. The PM wants reasoning. Developers want code quality. QA wants vision. Swarm lets you assign the right model from the right provider to each role, with real-time streaming, full cost tracking, and per-provider token attribution.
New · Mobile
The whole pipeline,
in your pocket.
Swarm Mobile is a native Kotlin / Jetpack Compose Android client that runs the full 9-role SDLC pipeline directly on-device against your own LLM provider keys. AES-256-GCM hardware-backed keystore, sandboxed in-app preview for visual QA, a five-dimension Quality Scorecard, and a bundled benchmark template suite. No backend, no account.
Tour the Mobile App→
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