Your agent ingests 214KB of server logs. Nothing errors, and the answer is garbage: the window overflowed, the data was truncated, and the agent answered confidently from half of it. Stop putting big data in the window. Store the output to the side and hand back a short reference, so 214KB becomes a 52 byte pointer, and agents sharing the work read from it. A three agent pipeline then handles 145KB of logs in about 14 seconds. You leave with the pattern and a way to catch silent overflow.

Outline:
• The Silent Killer
• Memory Pointer Pattern Deep Dive
• Multi-Agent State Sharing
• Production Patterns
• Hierarchical Pointers, Lazy Loading, and Wrap-Up