The anatomy of an agent retry storm.

Step 1: Agent hallucinates invalid API parameters.
Step 2: Tool returns error code.
Step 3: Agent attempts to fix error but hallucinates new invalid parameter.

Step 4: Recursive reasoning loop locks up.
LOOP RECURSION
INVALID PARAMS

Exponential GPU Compute Spike
RESOURCE SATURATION
COST EXPLOSION
GPU Compute Units (TFLOP)
Time (ms)
DATA SPIKE EVENT

Step 5: The Consequence