Editorial
Evaluating CartPilot: ADK's Eval Framework
Automate regression testing and benchmark agent performance with ADK's AgentEvaluator. Measure tool trajectory accuracy and response match scores.
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Editorial
Guardrails & Observability with Callbacks
Implement deterministic guardrails, audit logging, and runtime policy enforcement across all six ADK 2 lifecycle callback hooks.
Editorial
Token Economics & Cost Optimization for Agents
Track, measure, and optimize LLM token costs in Google ADK 2. Implement after_model_callback telemetry and model tiering strategies.
Editorial
Resilient Tools: ADK's Error Conventions & Self-Healing Agents
Build production-resilient AI agent toolsets. Implement structured error schemas, bounded retries with jitter, and self-healing agent logic.
Editorial
Human-in-the-Loop: Pausing for Approval on High-Stakes Actions
Safeguard high-risk operations in AI agents. Implement ADK 2's Tool Confirmation flow to pause execution and require human approval on financial refunds.
Editorial
The Task API: Structured Agent-to-Agent Delegation
Optimize agent-to-agent communication with ADK 2's Task API. Perform single-turn bounded delegation without conversational context overhead.