Foundations
Build the first useful version on a real piece of work.
ORCHESTRATE / OPERATOR
Build Your First AI Agent Team
Move from one overloaded assistant to a small team of specialized agents only where specialization changes the work. Define jobs, context, tools, handoffs, ownership and shared artifacts so collaboration reduces complexity instead of multiplying prompts.
Hands onBuild something
Builders whose single agent has accumulated too many unrelated responsibilitiesOperators turning repeatable team practices into delegated AI workflowsTechnical and non-technical leads designing multi-agent systems around real work
Advanced Pack
Turn it into a repeatable system with deeper implementation, reusable assets and harder operating decisions. Free during Early Access.
Final Lab
Test the capability in a practical scenario when you want another round.
YOU'LL LEAVE WITH
A result you can take back to real work.
A small agent team with clear jobs, bounded tools/context, artifact-based handoffs, coordinator rules and an evaluation showing whether specialization actually improved the workflow.
Build a two-agent workflow around one real specialization boundary
Choose a workflow, decide where specialization is justified, define two job cards and pass a real artifact between agents with a clear owner of final outcome.
Operate a small agent team with measurable value
Add coordinator/routing rules, shared context, artifact contracts, failure isolation, concurrency, cost controls and evaluation against a simpler single-agent baseline.
WHAT ADVANCED ADDS
Take the method back to real work.
Advanced includes reusable artifacts, decision rules and implementation material designed to keep working after you close the Path.
Agent Job Card
A role definition based on task, inputs, tools, decision authority, output artifact and stop conditions instead of personality descriptions.
Handoff Contract
A structured artifact/state format that transfers work between agents without requiring downstream agents to reconstruct the full upstream conversation.
Team Evaluation Matrix
A comparison of single-agent versus multi-agent outcomes across quality, latency, cost, failure isolation and handoff overhead.
PATH MAP
Build the first version. Then make it operational.
Foundations takes you through the first useful result. Advanced adds the implementation depth, harder cases and operating discipline needed to reuse it.
- 01Choose Work That Might Need a TeamFree
- 02Find the Real Specialization BoundaryFree
- 03Write Two Agent Job CardsFree
- 04Design the Handoff ArtifactFree
- 05Run the Two-Agent FlowFree
- 01Design Routing and CoordinationAdvanced
- 02Govern Shared and Private ContextAdvanced
- 03Handle Agent Failure and UncertaintyAdvanced
- 04Control Concurrency, Latency and CostAdvanced
- 05Evaluate Team vs Single AgentAdvanced
- 06Package the Agent TeamAdvanced
Too Many Agents
A five-agent architecture looks sophisticated but spends more time handing off than doing useful work. Collapse unnecessary roles, preserve the specialization that matters and redesign the artifacts between them.
Complete Advanced, take on the scenario if you want to test the capability, and pass it to create a lightweight shareable record of the result.
How Lab Achievements work →BEGIN THE PATH
Start with a real result.
Sign in with email and work through Foundations for free. Complete Foundations and unlock Advanced free during Early Access.
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