SOURCE Topological_Containment_for_AI_Agents.png
MD5 ad29a127 · made 2026-10-05 · NotebookLM infographic · OCR tesseract 5.5.1

Beyond Prompting: Topological Containment for Autonomous Al Agents

The Solution:
Pre-Declared Topological Containment

The Problem:
The Unhedged Fat-Tail Explosion

Hard L1 Geometric
Boundaries

Pre-declaring scope truncates

state-space drift and caps
execution at 15.4M tokens.

46%
Execution Cost

Reduction

Bounding execution vectors
eliminates infinite variance,
making autonomous risk
actuarially insurable.

Phase Transition at
5.7M-11.6M Tokens

A I'—WSD
le et XY
AS

CH

no
Worst-Case Sprawl

Undeclared task scope
creates un-underwritable,
fat-tailed systemic risk.

Predictable
Linear Tools |

Infinite Variance
(Uninsurable)

AN Gemini Notebook