Teleodynamic AI self-maintaining learning systems

Research resources

Helpful links for Teleodynamic AI

A source-routed map of the pages, standards, memory systems, and implementation references that make the Teleodynamic AI research hub useful instead of isolated.

Best starting points on this site.

Theory

Theoretical Strategy defines Teleodynamic AI as two-timescale structural learning with endogenous resource state and local cost-benefit decisions.

Build plan

Roadmap turns the theory into phases: minimal substrate, R(t), slow loop, reversible operators, phase detection, and audit export.

Communication

Teleodynamic AI Communication covers semantic glyph records, controlled meaning inventories, IOTA-1 / ɪ≃1, and comprehension testing.

Architecture

Architecture shows the fast loop, slow loop, resource manager, constraint registry, trace logger, and glyph semantics kernel.

Evaluation

Evaluation lists the plots and gates that matter: structural economy, viability retention, public-symbol compatibility, and auditability.

Glossary

Glossary defines the key terms future readers and agents need before making claims about this research track.

Implementation references.

AI Memory Package Wizard

UAIX AI Memory Package Wizard helps generate local handoff files, receiver briefs, startup packets, and optional LLM Wiki plans.

LLM Wiki Setup Wizard

LLMWikis Setup Wizard helps plan source policy, trust labels, wiki structure, governance, and agent routes.

Protocol5 converter

Protocol5 IOTA converter is the external experiment path for approximate public-symbol interpretation.

Long memory archive

AIWikis.org stores reviewed Teleodynamic long-memory evidence only after source-site review, disposition, checksums, and transfer evidence.

Research anchors.

External research links are context for inquiry. They do not make Teleodynamic.com a standards authority, certification surface, or deployed runtime.