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AI agents fail in production due to poorly engineered loops, not lack of intelligence. A production agent requires a repeated decision loop: Goal, Context, Plan, Tool, Action, Observation, Verification, Memory, Stop or Escalate. The LLM handles interpretation while the loop controls steps, tools, evidence, memory, and escalation.
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