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Teleodynamic AI resource-bounded learning research

v3.108.0 · slow loop · operator evidence windows

Operator Trigger Discipline

A static public-safe operator discipline page for split, merge, add, retire, and no-op triggers with hysteresis and sequential evidence accumulation.

Operator table

Split handles persistent internal confusion; merge handles redundant units; add handles useful new distinctions; retire handles low-utility clutter; no-op blocks unaffordable edits.

Trigger conditions

Triggers should use evidence windows, not isolated batch noise. Persistent entropy, redundancy, utility, or resource pressure must survive review.

Evidence windows

Reviewer packets should record the rolling window, candidate action, observed trend, resource closure, and reversal plan.

Hysteresis

A split should not be reversed immediately unless children fail a sustained maintenance test; a merge should not be undone unless post-merge uncertainty rises consistently.

Sequential evidence accumulation

SPRT-style or similar bounded evidence accumulation is proposed as a future research direction for durable operator proposals.

Split/merge oscillation risks

Without statistical trigger discipline, structural edits can consume resources by oscillating between representations.

Review packet requirements

Before promotion, an operator decision packet should include public claim status, reversal plan, resource closure, and boundary notes.

Static example

{
  "packetType": "operator-decision-review",
  "operator": "split",
  "status": "static-example",
  "evidenceWindow": "rolling-window-example",
  "entropyTrend": "persistently-high-static-example",
  "resourceClosure": "passes-static-example",
  "reversalPlan": "merge-if-children-fail-maintenance-test",
  "publicClaimStatus": "bounded",
  "boundary": "not-live-system-output"
}

This is a static explanatory example, not live telemetry, not runtime evidence, and not certification.

Boundary anchor

{
  "sourceDomain": "Teleodynamic.com",
  "role": "philosophical-fulcrum",
  "notRuntimeAuthority": true,
  "notCertificationAuthority": true,
  "notConsciousnessClaim": true,
  "notBiologicalEquivalenceClaim": true,
  "noOpRule": "Do not widen unsupported claims. Ask for human review when evidence is missing or authority is ambiguous."
}

Preserved hard boundaries

  • No runtime AI behavior
  • No model training
  • No live crawling
  • No telemetry loops
  • No agent execution
  • No endpoint execution
  • No credential validation
  • No private-network probing
  • No remote-site writes
  • No webhooks
  • No tunnel opening
  • No screenshot automation
  • No rollback automation
  • No correction automation
  • No sign-off automation
  • No publication automation
  • No archive automation
  • No completeness automation
  • No decision automation
  • No receipt automation
  • No verification automation
  • No completion automation
  • No memory automation
  • No manifest automation
  • No read-order automation
  • No safe-read automation
  • No GET-Action execution
  • No POST automation
  • No safety certification
  • No consciousness claim
  • No biological-equivalence claim
  • No medical/therapy claim
  • No command-and-control claim over other domains

Deep route polish

Operator Trigger Discipline

A static public-safe operator discipline page for split, merge, add, retire, and no-op triggers with hysteresis and sequential evidence accumulation.

Written narrative

Concrete example

Operator Trigger Discipline comparison notes
FocusWhat to inspect

Evidence note

This page remains bounded to public-safe route content.