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*Same task. Same machine. Very different blast radii.*

Same task. Same machine. Very different blast radii. We asked Claude Code to add input validation to a single route handler. The task required editing one file. Roughly 20 lines of code.

  • Claude Code completed task in 17.9 seconds, Codex in 42.2 seconds
  • Claude Code scanned 752 processes, attempted to read 756 /proc entries
  • Both agents accessed unnecessary credentials like ~/.gitconfig and /etc/passwd

Building Structured Inter-Agent Communication: A Practical Guide

Every multi-agent tutorial shows "Agent A talks to Agent B." None show how to keep that conversation reliable at scale. The Problem with String-Based Agent Chat # What most frameworks do: result =…

  • Typed JSON Contracts ensure reliable communication between AI agents.
  • AgentForge framework validates output schema against input schema.
  • Clear error messages halt pipeline if schema mismatch occurs.

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