Human-in-the-Loop Agent Approvals: A Mastra Pattern
Prompt-based approval gates fail because the model decides whether to ask. Mastra's requireApproval primitive removes that decision entirely. Here's how to implement it.
Guardrails
2 articles about guardrails - lessons from building and scaling real software.