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		<title>awaithumans blog</title>
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		<description>Patterns, audits, and field notes on building production AI agents that pause for humans.</description>
		<language>en-us</language>
		<item>
			<title>AI agents are ready for production. The accountability layer isn&apos;t.</title>
			<link>https://awaithumans.com/blog/production-ai-agents-accountability-layer</link>
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			<pubDate>Mon, 25 May 2026 00:00:00 GMT</pubDate>
			<description>Capability got cheap. Orchestration got durable. Observability got rich. The piece that hasn&apos;t caught up is the human checkpoint, the moment a production agent has to pause and ask before doing something irreversible.</description>
			<category>patterns</category>
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