3 min read
How your LLM is silently hallucinating company revenue
LLMs generate SQL queries that often run successfully but are semantically wrong, leading to dangerous data errors. Providing context via tools like MCP, AGENTS.md, or Agent Skills helps reduce these silent failures.
