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Palo Alto CEO warns $1T in cybersecurity Infrastructure unprepared for AI

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Execution Trees, Not More Logs: A Better Debugging Model for AI Agents

A flat log can tell you that five things happened. It often cannot tell you which operation caused the next one, which failure triggered a fallback, or whether three tool calls were children of one…

  • Execution trees offer clearer debugging model than traditional logs
  • Represent hierarchical structure of execution with ownership, fallbacks, retries
  • Synthetic fixtures illustrate path taken by AI agents and error recovery behavior

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