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Autonomy and architecture

Sources: Huiwen Han, DIKCA (AI and Ethics, 2026), doi:10.1007/s43681-026-01256-3; Architecture as Law (2026), doi:10.5281/zenodo.19822511.

Autonomy is not the absence of control. It is the capacity to modify one’s own control structures under architectural bounds.

A practical autonomy ladder

The following ladder is a synthesis for design discussions, not a standard from the cited papers. It is useful for choosing controls.

Level What the system may do Minimum control
Assisted Suggest actions; a human executes Review, logging
Supervised Execute low-risk steps; a human approves high-risk steps Policy, approvals, evidence
Delegated Execute a bounded task with delegated authority Identity, scope attenuation, revocation
Bounded autonomous Plan and execute within a defined envelope Sandbox, budgets, recovery, audit
Meta-control Modify its own policies, capabilities, or plans within architecture Change control, separation of duties, re-verification

Most enterprise systems should aim for supervised or delegated autonomy first. Bounded autonomy is appropriate only when the envelope is enforced, not merely described. Meta-control is a governance capability, not a feature to enable by default.

Architecture as law

The core claim is that architecture is constitutive: it determines which configurations are possible, which controls are enforceable, and which evidence can be produced. A system without architectonic specification is not just incomplete; it is ungovernable in principle.

This has a direct design consequence:

  • A policy that is not enforceable at an architectural boundary is advice.
  • An approval that is not connected to an execution path is theater.
  • An evidence claim that is not produced by the architecture is a narrative.

Human sovereignty

Autonomy is bounded by the right and ability of humans to:

  • know what the agent is about to do;
  • approve, deny, or modify high-risk actions;
  • intervene during execution;
  • revoke authority;
  • inspect evidence afterward;
  • change the architecture that grants autonomy.

These are not UX features. They are control-plane requirements.

How it maps to AxisVela

Autonomy concern AxisVela pattern
Bounded action PRAXOVELA capability gate, PRAXO-CORE policy and sandbox
Delegated authority EIDOVELA identity, NOMIVELA bindings, AEGIVELA attenuation
Approval and intervention SYMBIVELA
Recovery RHEOVELA, PRAXOVELA checkpoints
Re-verification after change TEKMOVELA, PEIRAVELA
Architectural change control Contract versioning, open surfaces, release gates

A checklist

Before increasing autonomy, ask:

  1. What is the envelope, and where is it enforced?
  2. What can the agent change about itself?
  3. Who can revoke authority, and how quickly?
  4. What evidence proves the envelope held?
  5. What happens when the agent is wrong?
  6. Can a human intervene without stopping the whole system?
  7. Has the new autonomy level been verified and simulated?

If these questions do not have architectural answers, the autonomy level is not ready.