SOURCE Grounding_AI_Control_Infographic.png
MD5 f8895e80 · made 2026-10-16 · NotebookLM infographic · OCR tesseract 5.5.1

Grounding Al Control: From Sticky-Note Evals to Physical Displacement

Current Al governance relies on self-reported logs and internal evaluations—the computational equivalent of writing “72°” on a sticky note to warm a cold
room. True control requires an independent sensor (“the strip”) anchored in irreversible state displacements outside the agent's control boundary.

The Solution: Grounding Governance in Irreversible Displacement

Deploying an independent
execution “Strip”
Recompute receipts from frozen GS

The Problem: The “Sticky Note” Fallacy of Al Control

SELF-REPORTED Self-reported Al logs
LIES cannot audit themselves \ INDEPENDENT

TEMP: OK SENSO
eee t2e-=
~~ STATUS: FINE Bye Descriptions held inside a run arrive late a.
oe . led and coarse, failing to steer execution. commits against lanes declared @
= NO ISSUES before the agent runs. 8

Al AGENT'S
INTERNAL
BOUNDARY

ve
MODEL SENSOR ACTUATOR

The Missing Epistemic Cut

True control requires three separate
parts: a model, an independent
sensor, and an actuator.

S
LANES DECLARED <<
BEFORE RUN
SS .

‘ EXTERNAL

ENTITY

By 4) kg = 0.003 drift cost
per boundary crossing

Measures the physical thermodynamic
tariff incurred when state shifts across
execution boundaries.

EXECUTION
STRIP >

/§\

UNDECIDABLE

, QUATIINA

Insurance carriers refuse
to price self-written claims
Underwriters exclude Al liabilities

when safety evidence relies solely
on the agent's handwriting.

Converting undecidable
quality into countable risk Lee

Insurers cannot prove if Al output is “good,”
but can underwrite boundary adherence.

AN Gemini Notebook