Standard LLM chats produce high perceived understanding but low objective learning in students, while future-self explanations best align confidence with actual gains and guided hints maximize learning with moderate workload.
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Data Product MCP integrates AI agents with enterprise data marketplaces to enable autonomous access under real-time governance enforcement via AI-driven checks.
citing papers explorer
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Confidence Without Competence in AI-Assisted Knowledge Work
Standard LLM chats produce high perceived understanding but low objective learning in students, while future-self explanations best align confidence with actual gains and guided hints maximize learning with moderate workload.
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Data Product MCP: Chat with your Enterprise Data
Data Product MCP integrates AI agents with enterprise data marketplaces to enable autonomous access under real-time governance enforcement via AI-driven checks.