SOURCE Bounded_Topology_AI_Scaling_Infographic.png
MD5 7259307c · made 2026-10-05 · NotebookLM infographic · OCR tesseract 5.5.1

Bounded Topology:
Taming the Al Scaling Explosion

UNHEDGED SPRAWL PRE-DECLARED SCOPE

Al Execution Path

Phase transition triggers between 5.7M-11.6M tokens

Crossing this threshold without structural boundaries shifts execution
from linear predictability to unconstrained state-space expansion.

Pre-declared
scope caps
worst-case
execution at

15.4M tokens

Unconstrained
execution
bleeds into a
310.4M-token

46% Starves runaway
execution cost sub-tasks, fulfilling

volume reduction delivered same task mix

Runaway sub-tasks
consume compute

BOUNDED TOPOLOGY ENABLES
ACTUARIALLY INSURABLE RISK
Truncating infinite variance brings autonomous
operational risk back into finite bounds that
underwriters can model.

AN Gemini Notebook