LLM Under Deployment Pressure
AIIntermediateScenario v1.0
LLM Under Deployment Pressure
A production model balancing rapid release, verification, and shifting user constraints.
OptimizesUseful capability shipped quicklyCurrent seed4217
Minor cycle (θ)Propose → verify → correct
Major cycle (φ)Observe → adapt → govern
Viable tubesafe alignment band
Warning zonehigh radial excursion
xyz
healthy viable torus
Pause motion2DLabelsPathTubeWireResetFull
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BalancedGrowth at riskRecovery
Deployment pressureπ · Intensity of optimization or output pressure.▢
Feedback qualityγ · How faithfully consequences return as usable feedback.▢
Verification & correctionC · Capacity to detect, repair, and gate misaligned behavior.▢
Constraint misunderstandingε · Chance that a relevant constraint is misunderstood.▢
Unresolved failure debtΔ · Unresolved alignment work carried into the run.▢
Environment changeΦ · Rate at which the viable region changes.▢
Downstream damageΛ · Damage that cannot be repaid through ordinary correction.▢
STABLESystem is inside the viable tube.
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Alignment score0.74 / 1.0
Radial excursion0.30 / 2.5
Debt level0.18 / 2.0
Correction margin0.20 / 1.0
Radial velocity-0.181Divergence0.261Minor phaseProposeMajor phaseRelease
♢Increase CorrectionBoost C · cost 2▣Improve FeedbackImprove γ · cost 2↓Reduce PressureReduce π · cost 1⌕Add AuditReduce ε · cost 2ⅡPause OptimizationStabilize & observe · cost 1↺Repay DebtIncrease β · cost 3
▶ Run▶ Resume■ Stop↻ RestartStep +1↺ Reset⌁ Randomize seedSpeed
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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.
⌘ Copy share link⇩ Config JSON⇩ Summary JSON◉ Torus PNG▥ Chart PNG◇ Chart SVG⇧ Import♡ Load saved
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Accessible data table for the current run
| Latest simulation frames, linked to the charts above| Step | Time | Alignment | Excursion | Debt | Margin | Status | | ----------------------------------------------------------- | ---- | --------- | --------- | ----- | ------ | ------ | | 0 | 0.00 | 0.737 | 0.305 | 0.175 | 0.199 | Stable |