LAB NOTES
Labs
Empirical Lab Reports on agent architecture. Hypothesis, method, results, what we got wrong. Repo + data + seed published with every report.
LAB · LAB-002 · 2026-07-03
The durable agent, and whether ADK 2.0's crash-resilient runtime earns its overhead
A dynamic, human-gated multi-agent graph earns its overhead on a complex incident-triage task a static router cannot decompose, and its durable runtime recovers crashed work on resume instead of re-paying for it.
LAB · LAB-001 · 2026-05-20
Multi-agent vs router on 100 customer-support queries
A workflow router beats a 3-agent system on accuracy for sub-5-step support queries, with lower cost and lower latency.