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human-in-the-loop
2 articles about human-in-the-loop - lessons from building and scaling real software.
ArticleRead more10 min readHuman-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.
ai-agentsagent-architecturemastra
ArticleRead more12 min readGoverning AI Agents Without Killing Them: What Actually Works in Production
Most AI agent governance advice targets boards, not builders. Three failure patterns, real TypeScript examples, and what a CTO should do Monday morning.
ai-agentsagent-architectureproduction-ai
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