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'ai_agent_scripted' => 'The scripted AI travel-agent sample did not complete as documented; users following the repeatable app:ai command can see a nonzero exit or miss the expected booking confirmation.',
797
+
'ai_failure_hotel', 'ai_failure_flight', 'ai_failure_car' => 'The AI travel-agent failure-mode sample did not demonstrate compensation; users cannot verify that failed bookings roll back as documented.',
798
+
'prism_ai' => 'The Prism AI sample did not produce a generated user; users with AI credentials cannot confirm the documented durable AI loop.',
799
+
'mcp_workflow_api' => 'The MCP workflow API did not start and observe a sample workflow to completion; AI clients cannot rely on the documented tool flow.',
800
+
'waterline_operator_dashboard' => 'The Waterline dashboard was not reachable with the expected operator content; users cannot inspect workflow state through the documented UI.',
801
+
'waterline_manual_observation' => 'The manual observation path did not export completed workflow history; operators cannot verify the documented Waterline/history inspection flow.',
802
+
default => "The {$surface} sample surface failed, so a user following the documented sample path would not see the expected successful result.",
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