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Teleodynamic AI resource-bounded learning research

Resources

Teleodynamic AI resources and route map

A polished index for humans and agents moving through theory, architecture, glyph interpretation, evaluation, memory, and source-routed research.

Best starting points on this site.

Start here

Start Here gives a plain-language orientation before readers move into theory, architecture, glyph interpretation, and evaluation.

Theory

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

Bleeding-edge blueprint

Bounding the Bleeding Edge frames Teleodynamic AI as philosophy and implementation handoff guidance, not a deployed autonomous system.

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.

About

About explains the relationship between Teleodynamic AI, Protocol5, UAIX, LLMWikis, AIWikis, JustAnIota, and Michael Kappel.

Research outputs

Research Outputs collects first-party citable routes, external anchors, and publication boundaries.

Privacy

Privacy documents contact data handling, cookies, analytics status, and change requirements.

Changelog

Changelog records route, schema, privacy, security, and memory-sorting review status.

Human-facing sitemap.

All public HTML routes are intentionally shallow, lowercase, and hyphenated. Legacy labels such as Guides, Strategy, Communication, and Research redirect to the canonical routes below.

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.

Deep route polish

Reading-path narrative

The resources visual turns the site into a navigable research index rather than a loose pile of pages.

Written narrative

Resources is the human sitemap and orientation shelf. It should help a new visitor choose the right path: theory first, architecture first, glyph interpretation first, agent handoff first, or claim review first.

Concrete example

A builder should move from Start Here to Architecture and Developer Integration. A reviewer should move from Claim FAQ to Claim Ledger and Evaluation Lab.

Reading-path narrative comparison notes
FocusWhat to inspect
New reader Start Here, Glossary, Claim FAQ.
Builder Architecture, Developer Integration, Glyph Object Spec.
Reviewer Evaluation Lab, Claim Ledger, Archive.

Evidence note

The resource index points to public routes and static assets. It does not replace source-specific authority pages.

v3.222.1 - ecosystem constellation

Essential site lanes, including trust, immune, and creative arms.

Neurovanic.com is intentionally shown as the trust-posture lane, ErrorNotifier.com as the immune-system lane, and CreativeExpansion.net as the bounded Creative Expansion arm. Neurovanic frames evidence-bounded trust; ErrorNotifier supplies telemetry evidence; CreativeExpansion generates draft options and packets. None of these lanes approves fixes, validates credentials, certifies safety, trains models, controls runtime systems, or mutates protected anchors.

Current route: resources. Static public guidance only; no adjacent-site command authority is implied.