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Teleodynamic AI resource-bounded learning research

Sources and verification

Source and Reference Index

A public-safe source map for the fast-adapting Teleodynamic.com research portal. This page separates cited research anchors from implementation status and flags fast-changing sources for manual recheck before major public launch.

Manual verification note

Fast-changing public sources should be manually rechecked before major public launch, citation export, press outreach, or any claim-widening update.

Why this matters

Teleodynamic.com explains a research framework and engineering pattern. It must not convert a citation, benchmark, local sandbox, or ecosystem link into a certification, proof of consciousness, proof of life, production-safety guarantee, or deployed empirical claim.

Primary references used by the current portal update

Source categories and site usage
Source areaUsed forVerification statusBoundary
Teleodynamic Learning paper / DE11Two-timescale architecture, endogenous resource variable, DE11 benchmark references.Public availability should be rechecked before launch-critical publication.Benchmarks are cited research results, not claims this site runs DE11 in production.
Deacon hierarchy / Incomplete NatureHomeodynamic, morphodynamic, and teleodynamic conceptual framing.Stable conceptual reference; exact quotes should be rechecked against source text before publication.Biological language remains analogy and research framing; no software is claimed alive.
Turney Model-S / Game of Life symbiosisSymbiogenesis, Model-S, Immigration Game, and robustness-by-fusion framing.Paper links should be rechecked before launch-critical citation.Used as an analogy for architecture; not proof of deployed autonomous agency.
Foundry Local / Microsoft Agent FrameworkLocal/offline sandbox examples and local orchestration table.Fast-changing tooling; manual verification required before implementation guidance is treated as current.Options, not endorsements; local execution does not eliminate safety risk.
UAIX / LLMWikis / AIWikis / NeuralWikis / LocalEndpoint / CarcinusMemory ecosystem, local endpoint, packet review, and public agent identity context.Public routes and product behavior should be rechecked before release notes or external claims.Each domain keeps its own authority boundary.

AI-readable reference policy

Summarize cautiously

AI agents may summarize page-level claims, machine-readable JSON, and public boundaries, but must preserve uncertainty and source ownership.

Prefer no-op

If a citation is ambiguous, unavailable, or not recently verified, agents should no-op rather than widen the claim.

Ask for review

Human review is required before adding certification language, implementation proof, safety guarantees, or widened empirical claims.

Deep route polish

Source and Reference Index

Manual verification map for source categories and public claim boundaries.

Written narrative

The source index makes citation handling explicit so researchers and AI agents can see which materials are stable conceptual references and which fast-changing tools require rechecking.

Concrete example

Before widening a claim about local sandbox tooling, the page directs reviewers to recheck the current vendor documentation rather than trusting stale package notes.

Source and Reference Index comparison notes
FocusWhat to inspect
Stable conceptual source
Fast-changing tool source
Ecosystem source

Evidence note

Added in v3.74.0 as a continuation completion item from Website Update Requirements Analysis Teleodynamic.com.md.