Learn how to effectively evaluate your AI agent and ensure it performs reliably in production. This episode of The Agent Factory is your definitive guide on Agent Evaluation, showing you how to go from local testing with the Agent Development Kit (ADK) to large scale, enterprise grade evaluation using Vertex AI. We break down how to implement a full-stack agent evaluation strategy, including how to use ADK for fast debugging and golden dataset creation, and how Vertex AI’s GenAI Evaluation service scales your testing with the LLM as a judge approach. Don’t launch an agent you can’t trust—watch to learn how to measure outcome, reasoning, tool use, and memory.
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In this episode you’ll learn:
1️⃣ How to evaluate the agent’s system level behavior, not just its output.
2️⃣ The 5 step inner loop workflow for testing agents with ADK (Agent Development Kit).
3️⃣ How to use Vertex AI for production scale, qualitative agent evaluation.
4️⃣ The unique challenges of testing and evaluating multi-agent systems (A2A).
5️⃣ Techniques for generating synthetic data to solve the evaluation cold start problem.
About The Agent Factory:
"The Agent Factory" is a video first technical podcast for developers, by developers, focused on building production ready AI agents. We explore how to design, build, deploy, and manage agents that bring real value.
🔗 Resources & links mentioned:
➖Google’s Agent Development Kit (ADK) evaluation guide → https://goo.gle/3KshHIu
➖Google’s Agent Development Kit (ADK) → https://goo.gle/3Kq6Lex
➖Vertex AI GenAI Evaluation Service → https://goo.gle/3ICTMpe
➖How to evaluate generated answers from RAG at scale on Vertex AI → https://goo.gle/4o1oh7p
➖How to evaluate LLMs with custom criteria using Vertex AI AutoSxS → https://goo.gle/46GfMYg, https://goo.gle/3IOMjDt
🔔 Subscribe to Google Cloud Tech → https://goo.gle/GoogleCloudTech
#AgentEvaluation #EvaluateTheAgent #ADK #VertexAI #AIAgents #AI #Payments
Speakers: Annie Wang Ivan Nardini
Products Mentioned: ADK, Vertex AI, A2A
