Documents two-timescale dynamics, endogenous resource coupling, a local teleodynamic objective, emergent structural halt, and diagnosable phase structure as definitional commitments.
Research documentation: this page interprets a cited research source and defines evidence requirements. It does not claim a released Teleodynamic AI implementation.
Definitional checklist
- Two-timescale dynamics: inner parameter adaptation and outer structural modification are qualitatively distinct.
- Endogenous resource: internal state is changed by outcomes and actions and constrains future viability.
- Local objective: candidate structural actions are evaluated per event using predictive, complexity, and resource terms.
- Emergent structural halt: noop can win endogenously and freeze structure while parameter adaptation continues.
- Phase structure: the trajectory can be diagnosed across under-structuring, growth, and over-structuring regimes.
Conformance rule
Do not average these commitments into a vague score. Record evidence for each one independently, including counterexamples and externally imposed controls.
Scope
This starter page defines the questions, boundaries, evidence, and failure modes that should be recorded before a capability is presented as supported.
Engineering considerations
- Identify the source, version, target environment, and owner.
- Separate observed values from estimates and externally reported values.
- Record trade-offs, unsupported cases, and fallback behavior.
- Link performance statements to a compatible benchmark methodology.
Verification questions
- What exact artifact, revision, backend, and environment were reviewed?
- Which assumptions could change the result?
- Which data should be retained so another engineer can reproduce the conclusion?