Teleodynamic AI self-maintaining learning systems

Research archive

Research inventory and promotion record

Reviewed intake reports are source material for curated Teleodynamic pages. This page records what was used, what stays bounded, and where each idea is routed.

Disposition.

The active Improvement reports are safe and relevant. Disposition: apply now.

The reports feed curated WordPress routes for strategy, roadmap, communication, architecture, governance, and evaluation. Raw reports are not published verbatim as authority because the site must keep speculative teleodynamic and glyph claims bounded until evidence, owner review, and source routing are explicit.

Current intake round

Thirteen Markdown improvement reports were reviewed and promoted into bounded public pages, then recorded in local hot memory before archival.

What was in the zip.

Static pages

Home, architecture, Unicode boundary, Protocol5 roadmap, glyph communication, evaluation, and archive.

Converted articles

Ten offline article pages generated from Markdown and an existing Teleodynamic HTML snapshot.

Trace sources

Original Markdown source files and a static snapshot preserved under the zip's source folder.

Assets

CSS, JavaScript, search index, favicon, sitemap, robots file, and a visual article image.

Promoted asset

The package illustration is now available in the active theme as teleodynamic-article.png.

Not promoted as-is

Raw articles with strong theoretical claims remain archive evidence, not public truth or certification evidence.

Reviewed source reports.

Theoretical strategyBuilding Teleodynamic AI: A Strategy

Promoted into /theoretical-strategy/ with Deacon hierarchy, work-constraint cycle, resource closure, and bounded agency language.

Practical build frameworkPractical Framework for Building Teleodynamic AI

Promoted into /roadmap/, architecture layers, operator library, and measurable build artifacts.

Roadmap synthesisToward a Teleodynamic AI

Promoted into staged prototype planning, viability variables, structural plasticity, evaluation bundles, and open-problem framing.

Unicode governance + Protocol5 synthesisSemantic Glyph Interpretation, Teleodynamics AI, and Unicode Governance for Protocol5 IOTA-1

Promoted into /unicode-governance/, /evaluation/, and the Protocol5 roadmap boundary.

Cross-script glyph interpretationSemantic Glyph Interpretation and Teleodynamic AI

Promoted into glyph object, layer separation, and public/private boundary copy.

Teleodynamic AI paradigm reportTeleodynamic AI: A New Paradigm

Promoted only as bounded research-foundation language; strong agency and settled-science claims remain constrained.

Teleodynamic AI research verdictTeleodynamic AI

Promoted into resource-bounded learning, stabilization, and interpretability framing.

Teleodynamic glyph synthesisTeleodynamic AI and Glyph Interpretation

Promoted into the convergence page and evaluation requirements.

ISO 10646 synthesisTeleodynamics, Glyphs, and ISO 10646

Promoted only into public-symbol boundary and layered substrate language; deterministic or settled-grounding claims remain constrained.

AI glyph communicationAI Glyph Communication and Meaning

Promoted into controlled inventory, composition, grounding, and human comprehension guidance.

Protocol5 converter roadmapImproving the Protocol5 JustAnIota IOTA-1 Converter

Promoted into phased Protocol5 roadmap and failure-mode map.

Protocol5 converter roadmap, part 2Improving the Protocol5 JustAnIota IOTA-1 Converter Part 2

Promoted into vector separation, parse evidence, and storage sketch guidance.

IOTA-1 semantic architecture proposalThe Architecture of Semantic Glyph Interpretation

Promoted into four-layer glyph object and canonical-expression guidance.

Public route map.

  • Architecture: two-loop model, glyph kernel, layer object, phase-lock metric.
  • Research Foundations: Deacon, Teleodynamic Learning, semantic glyphs, convergence, open problems.
  • Theoretical Strategy: core definition, resource law, local objective, operator library, and phase regimes.
  • Teleodynamic AI Communication: controlled inventories, grounding, composition, ɪ≃1, and safeguards.
  • Roadmap: phased build sequence, milestones, plots, risks, and audit goals.
  • Unicode Boundary: public Unicode substrate and no-hidden-codebook rules.
  • Protocol5 Roadmap: phased path for the IOTA-1 semantic interpreter.
  • Evaluation: compatibility, stability, comprehension, and operational viability gates.