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Dev.to
Dev.to
5/9/2026
Fast, Efficient, and Confidently Delivered — But Wrong

Fast, Efficient, and Confidently Delivered — But Wrong

Short summary

AI agents that execute real SQL queries deliver auditable numbers instead of hallucinations. The author built an agent reconciling data across Stripe and HubSpot, surfacing all valid counts and explaining discrepancies. Logged queries enable compliance verification and instant root-cause analysis.

  • AI hallucination risk eliminated by executing actual SQL queries against real databases instead of stuffing data in prompts
  • Multi-source reconciliation agent surfaces all valid interpretations and explains why systems disagree
  • Audit logs show exact queries run, enabling compliance and fast troubleshooting without hallucination

Generated with AI, which can make mistakes.

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