Teleodynamic AI self-maintaining learning systems

Glossary

Teleodynamic AI terms

Short definitions for readers and agents navigating Teleodynamic AI, semantic glyph communication, source-routed memory, and IOTA-1 / ɪ≃1 boundaries.

Core dynamics.

HomeodynamicPassive dissipation

A baseline dynamic where differences decay toward equilibrium. In AI engineering, this is the pressure of decay, drift, uncertainty, and resource loss when no organizing work is performed.

MorphodynamicSelf-organizing pattern

A pattern that forms under energy or data flow, such as clusters, features, or emergent regularities. Useful, but not yet self-maintaining.

TeleodynamicReciprocal constraint closure

A regime where structures help maintain the conditions that let them continue. This site uses the idea as a bounded AI design target, not as a settled claim about current AI consciousness.

Constraint closureMutual maintenance

A structure survives because its dependencies, resources, and outputs support one another enough to keep the organization viable.

Engineering terms.

R(t)Endogenous resource state

A mutable internal resource budget replenished by predictive success and charged for decay, structural actions, and maintenance.

Fast loopParametric adaptation

The continuous update path for weights, embeddings, scores, and local predictions inside the current structure.

Slow loopStructural adaptation

The discrete path that evaluates split, merge, add, retire, or no-op actions against local cost and resource feasibility.

No-op dominanceEmergent halt

The stabilization signal where no affordable edit improves local cost enough to beat maintaining the current structure.

Local objectiveL_local

The slow-loop score combining predictive loss, complexity delta, and energy cost. It is local, auditable, and resource-gated.

Trace loggerSelf-model evidence

The append-only record of triggers, candidates, alternatives, resource state, chosen action, and justification.

Glyph and communication terms.

GlyphVisible form

A rendering-level mark or shape. A glyph is not automatically a meaning; it needs context, convention, evidence, and validation.

Semantic glyph recordLayered evidence object

A structured record with surface transport, glyph structure, semantic inventory, teleodynamic state, human comprehension, and public explanation layers.

IOTA-1Approximate public-symbol experiment

A public-symbol interpretation track associated with JustAnIota and Protocol5. It must remain approximate, evidence-first, and source-routed.

ɪ≃1Iota approximately one

A compact public expression used here as an example of bounded interpretation, not as a lossless language token or private codebook entry.

Unicode boundaryPublic transport rule

Visible public output should use assigned Unicode characters or valid public sequences; private-use semantics should not be presented as public truth.

Comprehension testMeaning validation

A human or downstream-system check that measures whether the intended meaning is actually understood in context.

Memory and source-routing terms.

Hot memoryCurrent local pickup

Teleodynamic's active source of truth for agents: AGENTS.md, readme.human, root memory files, .uai records, and intake state.

Cold memoryReviewed long-term archive

AIWikis raw system archives and public-safe summaries after source-site review, disposition, checksums, and transfer evidence.

Source boundaryClaim ownership

The rule that UAIX, LLMWikis, AIWikis, Protocol5, JustAnIota, and Teleodynamic each own different claims and must not replace one another.

Public-safe summaryBounded reuse

A summary that tells readers what a reviewed file contributed without turning raw speculative notes into public authority.