A tool returns 214KB of logs. The window overflows and answers get worse with no error, only rising cost and dropping accuracy.

In this hands on workshop you build three fixes and the strategies behind them. Externalize and select with a memory pointer that keeps large data outside the window, single and multi agent. Compress runaway reasoning loops with a debounce and clear states. Isolate slow tools behind an async handle. You leave with working code and before and after metrics.

Outline:
• Introduction: The Infinite Window Is a Myth
• The Four Context Engineering Strategies
• Module 1: Memory Pointer, Single Agent
• Module 2: Memory Pointer, Multi Agent
• Module 3: Compress Runaway Loops
• Module 4: Isolate Slow Tools
• Anti-Patterns, Decision Framework, Resources