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The dangerous text-to-SQL failure is a query that runs and returns a plausible wrong number. This article examines how semantic layers govern definitions, validate queries, and expose the limits of current evidence.
text-to-sqlsemantic layerAI agentsdata qualityMCP
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Fast code generation can shift the constraint to integration. This evidence-limited analysis explains semantic conflicts, review infrastructure, and practical controls for agent-assisted development.
coding agentsgitdeveloper toolscode reviewsoftware architecture
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A practical framework for evaluating AI agents through governed context, controlled execution, evidence trails, scoped permissions, review infrastructure, and deliberate human approval.
AI agentstrustworthy AIgovernanceautomationenterprise AI