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Teleodynamic AI resource-bounded learning research

v3.116.0 · red team · downgrade criteria

Teleodynamic Autonomy-Washing Red-Team Guide

This guide helps reviewers downgrade inflated capability claims and prefer no-op or human review when evidence is missing, cross-domain ownership is unclear, or autonomy language widens beyond support.

Red flags

  • Tool chaining is described as autonomy without resource closure evidence.
  • Schema conformance is described as intelligence.
  • Memory continuity is described as safety or identity persistence.
  • Benchmarks are used as proof of AGI, consciousness, or commercial safety.
  • Glyph interpretation is described as exact private translation.
  • A capability level is presented as certification.
  • Teleodynamic theory is merged with UAIX schema authority.
  • LocalEndpoint discovery metadata is treated as execution permission.

Reviewer questions

  • What resource trace supports the claim?
  • What slow-loop action was documented?
  • What was the no-op alternative?
  • Who owns the schema authority?
  • What evidence would downgrade the claim?
  • What requires human review?
  • What domain boundary prevents transfer overclaim?
  • What exact prohibited wording has been avoided?

Neurovanic and Faith Layer red-team checks

  • Downgrade false serenity when calm wording hides missing evidence.
  • Downgrade spiritualized branding when faith language becomes authority rather than evidence-bounded trust.
  • Reject hidden persuasion, trust-as-obedience, or positive tone treated as evidence.
  • Reject faith-as-proof, overstated runtime autonomy, overstated safety, or Neurovanic used as proof of Teleodynamic implementation.
  • Use no-op when a trust posture would promote memory, widen claims, or imply external evidence without human review.

Open Neurovanic trust posture guidance

Downgrade and no-op criteria

  • Downgrade L3-L6 claims when no resource trace exists.
  • Downgrade when tool use is externally scripted.
  • Downgrade when packets are treated as proof.
  • Downgrade when domain transfer limits are absent.
  • Downgrade when human-review triggers are missing.
  • evidence is missing
  • source authority is unclear
  • maintenance burden is not justified
  • prohibited wording appears
  • schema conformance is mistaken for autonomy
  • tool access would require unsafe probing

Preserved hard boundaries

No live model training, no runtime agent execution, no write-capable public agent routes, no live telemetry, no endpoint probing, no tool execution, no credential validation, no private-network probing, no proof of AGI, no consciousness claim, no sentience claim, no biological-autopoiesis claim, no commercial certification, and no hidden machine-language authority.

Route visual identity

Teleodynamic Autonomy-Washing Red-Team Guide

A reviewer-facing static guide for catching inflated autonomy claims, tool-chaining confusion, schema-conformance overclaims, memory-continuity overclaims, benchmark overuse, and glyph interpretation overreach.

This is a static local diagram for recognition and orientation. It does not claim proof, certification, exact translation, deployment-safety assurance, or merged authority between sites.

A reviewer-facing static guide for catching inflated autonomy claims, tool-chaining confusion, schema-conformance overclaims, memory-continuity overclaims, benchmark overuse, and glyph interpretation overreach.
Teleodynamic Autonomy-Washing Red-Team GuideStatic local diagram

Deep route polish

Teleodynamic Autonomy-Washing Red-Team Guide

A reviewer-facing static guide for catching inflated autonomy claims, tool-chaining confusion, schema-conformance overclaims, memory-continuity overclaims, benchmark overuse, and glyph interpretation overreach.

Written narrative

This guide helps reviewers downgrade inflated capability claims and prefer no-op or human review when evidence is missing, cross-domain ownership is unclear, or autonomy language widens beyond support.

Concrete example

If a reader tries to convert this static guidance into proof or execution authority, the correct result is no-op and human review.

Teleodynamic Autonomy-Washing Red-Team Guide comparison notes
FocusWhat to inspect
Allowed Static, theoretical, claim-bounded explanation.
Not allowed Proof, certification, runtime authority, or hidden machine language.

Evidence note

Use the evidence packet and claim boundary ledger before quote adoption.