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Interactive Explainer

Governance and safety

Ethics, evaluation, observability, and human-in-the-loop.

Governance and safety

Ethics, evaluation, observability, and human-in-the-loop.

~1 min read
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Ethics and evaluation

Agents can amplify bias, hallucinate, or optimize for the wrong goal. Define clear objectives, measure what matters, and evaluate outputs (quality, safety, fairness) before and after deployment.

Observability

Log decisions, tool calls, and outcomes. Monitor for drift, failures, and misuse. Observability is essential to debug and improve agentic systems.

Human-in-the-loop

For high-stakes actions, require human approval or review. Use guardrails and fallbacks so the agent stays within safe bounds. Feedback loops help the system improve while staying aligned.

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