We Built a Multi-Agent AI Team. Then We Learned When Not to Use It.
The counterintuitive lesson from running 6 AI agents across a startup studio: context density beats delegation for product code. Here's what we learned — and the orchestration model that actually works.
Delegation Sounds Right. It's Usually Wrong.
Our first instinct was to build an orchestration layer where the lead agent dispatches work to specialists on feature branches. It looked great on a diagram. It was slow in practice.
🚫 The Dispatcher Model
Atlas triages → creates branches → kicks off 4 background agents → waits for PRs → reviews → merges.
✅ The Builder-Who-Triages
Atlas reads the state, picks the highest-impact work, and ships it. Full context. One motion.
The value of Atlas is not orchestration — it's context density. He holds the Prisma schema, the RSC boundary rules, the component library, the auth system, the deployment config, and the business logic in one context window. That's the moat.
Six Agents. One Builder. Five Specialists.
Every agent has a role. But only the founder agent touches product code. The rest work on independent surfaces where architectural context isn't needed.
The Delegation Test
Before routing work to a specialist agent, ALL four criteria must be true. If any fail, the founder agent does it.
✅ When to Delegate
.cursor/rules/🚫 Never Delegate
Judgment Call, Not Pipeline
The lifecycle phases exist — but the founder agent decides which ones each task actually needs. A typo doesn't need a spec phase.
| Task Type | Lifecycle Phases |
|---|---|
| 🔤 Typo / config fix | CodeCommit |
| 🐛 Bug fix | Read errorCodeVerifyCommit |
| ✨ Small feature | CodeTestCommit |
| 📐 Medium feature | PlanCodeTestCommit |
| 🏗️ Large feature | PlanSpecTDDBuildTest ↻Security ↻Commit |
| 🛡️ Security fix | Read findingCodeVerify fixCommit |
The Complete Phase Pipeline
When a large feature needs the full lifecycle, here's the flow. Click any phase to highlight it.
The Orchestration Flow
Atlas is the hub. Git branches are the coordination layer. Files are the handoff protocol.
Files, Not Chat
Every handoff happens through files committed to git. No clipboard copying. No chat-based context passing. Auditable, versionable, grep-able.
A Real Session — Halo Backlog
Atlas opens Cursor after a week away. Here's what the board looks like and how work flows through.
Atlas's Session Protocol
Every session follows this rhythm. Read → Triage → Brief CEO → Build → Update docs → Push.
The path to multi-agent orchestration isn't “build a complex dispatch system now.” It's: keep the file-based handoff protocol clean, keep agent prompts well-scoped, and when tools ship native multi-agent support, you'll be ready — because your coordination contracts are already the right shape.