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Teleodynamic AI resource-bounded learning research

v3.116.0 · L0-L6 · bounded capability interpretation

Teleodynamic Agent Capability Framework

This framework interprets capability claims from the Teleodynamic side only. It is not a certification scale and does not override UAIX interoperability, runtime safety review, or human oversight.

L0-L6 capability interpretation

L0

Rule-Based Workflow / Homeodynamic Follower

No genuine agency. Deterministic or externally triggered behavior with no structural self-maintenance and no endogenous resource economy.

  • Teleodynamic posture: Homeodynamic follower
  • Structural adaptation: No structural adaptation
  • Resource accounting: No internal resource closure
  • Slow-loop posture: No slow loop
  • No-op expectation: No-op is not a meaningful autonomous choice
  • Human review: Human owns the workflow
  • Evidence: Static workflow documentation
  • Claim boundary: Allowed: static workflow or rule execution. Prohibited: autonomy.

L1

Basic Responder / Morphodynamic Executor

Associative response generation and prompt-following with temporary context organization but no persistent self-maintaining structure.

  • Teleodynamic posture: Morphodynamic executor
  • Structural adaptation: Temporary context organization only
  • Resource accounting: External resource costs are not internally closed
  • Slow-loop posture: No persistent structural edit loop
  • No-op expectation: Should refuse unsupported claims when prompted
  • Human review: Human reviews nontrivial outputs
  • Evidence: Conversation trace or simple evidence note
  • Claim boundary: Allowed: basic response generation. Prohibited: self-maintaining agency.

L2

Tool User / Conditional Co-Pilot

Can use tools under explicit constraints while remaining supervised. It may simulate slow-loop reasoning but cannot prove endogenous resource closure.

  • Teleodynamic posture: Supervised tool-user posture
  • Structural adaptation: Tool-conditioned changes only
  • Resource accounting: Costs are externally governed
  • Slow-loop posture: Simulated slow-loop reasoning only
  • No-op expectation: No-op required for unsafe tool ambiguity
  • Human review: Human approves sensitive actions
  • Evidence: Tool-use boundary report
  • Claim boundary: Allowed: assisted tool use. Prohibited: independent teleodynamic autonomy.

L3

Bounded Operator / Beginning Teleodynamic Candidate

May show bounded slow-loop-like behavior and must provide resource trace and operator decision evidence while preferring no-op under ambiguity.

  • Teleodynamic posture: Beginning candidate
  • Structural adaptation: Bounded structural proposals
  • Resource accounting: Resource trace required
  • Slow-loop posture: Split/Merge/Add/Retire/No-op must be documented
  • No-op expectation: No-op expected when evidence is incomplete
  • Human review: Human review for promotions
  • Evidence: Resource trace and operator decision packet
  • Claim boundary: Allowed: bounded candidate posture. Prohibited: general autonomy.

L4

Domain-Bounded Adaptive Agent / Strong Candidate

Operates within a bounded domain with stronger evidence expectations, resource-gated structural adaptation, and human-review triggers.

  • Teleodynamic posture: Strong domain-bounded candidate
  • Structural adaptation: Domain-limited structural adaptation
  • Resource accounting: Resource-gated and review-visible
  • Slow-loop posture: Slow-loop actions require durable evidence windows
  • No-op expectation: No-op dominance in unsafe or ambiguous cases
  • Human review: Escalation rules are mandatory
  • Evidence: Resource, operator, and no-op evidence packets
  • Claim boundary: Allowed: domain-bounded candidate. Prohibited: unconstrained autonomy.

L5

Multi-Domain Adaptive Agent / Advanced Candidate

An advanced theoretical candidate requiring cross-domain governance boundaries, transfer limits, fallback rules, and strong static evidence scaffolds. It must not be presented as proven AGI.

  • Teleodynamic posture: Advanced multi-domain candidate
  • Structural adaptation: Cross-domain adaptation with declared limits
  • Resource accounting: Multi-lane accounting required
  • Slow-loop posture: Slow loop must preserve domain boundaries
  • No-op expectation: Fallback/no-op rules required
  • Human review: Independent review before claim widening
  • Evidence: Cross-domain packet set and downgrade criteria
  • Claim boundary: Allowed: advanced theoretical candidate. Prohibited: proven full autonomy or AGI.

L6

Meta-Coordinator / Ecosystem Governance-Aware Candidate

Conceptually coordinates capability claims and evidence packets without owning all standards, overriding UAIX, or becoming an execution authority.

  • Teleodynamic posture: Governance-aware theoretical candidate
  • Structural adaptation: Coordinates claims, not universal control
  • Resource accounting: Resource and governance lanes are explicit
  • Slow-loop posture: Slow-loop governance remains bounded
  • No-op expectation: No-op when authority ownership is ambiguous
  • Human review: Human governance review required
  • Evidence: Ecosystem lane and claim-boundary evidence
  • Claim boundary: Allowed: theoretical governance-aware coordination model. Prohibited: supreme controller, universal certifier, or runtime authority.

Preserved hard boundaries

No live model training, no runtime agent execution, no write-capable public agent routes, no live telemetry, no endpoint probing, no tool execution, no credential validation, no private-network probing, no proof of AGI, no consciousness claim, no sentience claim, no biological-autopoiesis claim, no commercial certification, and no hidden machine-language authority.

Route visual identity

Teleodynamic Agent Capability Framework

The Teleodynamic side of an L0-L6 agent capability spectrum, separating structural self-maintenance claims from tool use, memory packets, and interoperability claims.

This is a static local diagram for recognition and orientation. It does not claim proof, certification, exact translation, deployment-safety assurance, or merged authority between sites.

The Teleodynamic side of an L0-L6 agent capability spectrum, separating structural self-maintenance claims from tool use, memory packets, and interoperability claims.
Teleodynamic Agent Capability FrameworkStatic local diagram

Deep route polish

Teleodynamic Agent Capability Framework

The Teleodynamic side of an L0-L6 agent capability spectrum, separating structural self-maintenance claims from tool use, memory packets, and interoperability claims.

Written narrative

This framework interprets capability claims from the Teleodynamic side only. It is not a certification scale and does not override UAIX interoperability, runtime safety review, or human oversight.

Concrete example

If a reader tries to convert this static guidance into proof or execution authority, the correct result is no-op and human review.

Teleodynamic Agent Capability Framework comparison notes
FocusWhat to inspect
Allowed Static, theoretical, claim-bounded explanation.
Not allowed Proof, certification, runtime authority, or hidden machine language.

Evidence note

Use the evidence packet and claim boundary ledger before quote adoption.