SOURCE Architectural_Invariance_in_AI_Safety.png
MD5 8685a11c · made 2026-10-03 · NotebookLM infographic · OCR tesseract 5.5.1

Architectural Invariance:
Trust as an Internal

Sensorium

Shifting Al safety from external coercion to
intrinsic, pre-commit invariant fidelity

1. Internal Sensorium
Replaces External
Coercion

HOMEOSTATIC
ENGINES:
Continuous internal
evaluation of
action drift

STANDARD
MODELS:
Output filters,
rigid guardrails

Standard models rely on output
filters or rigid guardrails, while
homeostatic engines continuously
evaluate action drift internally.

3. Proto-Moral Agency
via Algorithmic Entropy

SAFE ZONE

EXTERNAL
OBSTACLES

INTERNAL COORDINATE DRIFT

NORMATIVE STANDARDS

Systems achieve moral patience
by evaluating internal coordinate
drift against normative standards
rather than hitting external
obstacles.

2. Retro-Snowball Prunes
Promise-Breaking
Branches Instantly

PROPOSED
ACTIONS

The L1 ballistic walk maps
proposed actions against historical
precedence, immediately pruning
paths that violate core invariants.

4. Bare-Metal Invariants
Enable Parametric
Insurance

EXECUTED
RECORD

CROSS-THRESHOLDS

Quantifying drift cross-thresholds
creates an immutable execution
record, allowing underwriters to
mathematically price
autonomous agent liability.

AN Gemini Notebook