# Viability Torus Lab

> Source: <https://viability-torus-lab.citizen-of-earth.chatgpt.site/>
> Published: 2026-07-14 00:40:01+00:00

AIIntermediateScenario v1.0

# LLM Under Deployment Pressure

A production model balancing rapid release, verification, and shifting user constraints.

OptimizesUseful capability shipped quicklyCurrent seed4217

## Alignment Maintenance Torus

Verify → correct × Deploy → adapt

**Minor cycle (θ)** Propose → verify → correct

**Major cycle (φ)** Observe → adapt → govern

**Viable tube** safe alignment band

**Warning zone** high radial excursion

healthy viable torus

Drag to rotate · Shift-drag to pan · Scroll to zoom · Select the trajectory

## System Parameters

Plain-language controls

**Deployment pressure**π · Intensity of optimization or output pressure.

**Feedback quality**γ · How faithfully consequences return as usable feedback.

**Verification & correction** C · Capacity to detect, repair, and gate misaligned behavior.

**Constraint misunderstanding**ε · Chance that a relevant constraint is misunderstood.

**Unresolved failure debt**Δ · Unresolved alignment work carried into the run.

**Environment change**Φ · Rate at which the viable region changes.

**Downstream damage**Λ · Damage that cannot be repaid through ordinary correction.

## System Status

t = 0.0 · step 0

Alignment score

**0.74 / 1.0** Radial excursion

**0.30 / 2.5** Debt level

**0.18 / 2.0** Correction margin

**0.20 / 1.0** Radial velocity-0.181Divergence0.261Minor phaseProposeMajor phaseRelease

## Interventions

Act while the simulation is running

## Unwrapped Torus

θ vs φ · click to link time

## Alignment & Debt Over Time

Alignment A · Debt Δ · Excursion ρ

## Radial Stability

dρ/dt vs ρ

**Why this run looks this way**

Correction capacity remained above divergence pressure. Debt remained contained or was repaid. The system finished inside the modeled viable tube.

## Explore Scenarios

Real-world systems modeled with toroidal geometry

## Accessible data table for the current run

| Step | Time | Alignment | Excursion | Debt | Margin | Status |
|---|---|---|---|---|---|---|
| 0 | 0.00 | 0.737 | 0.305 | 0.175 | 0.199 | Stable |