Governed Agent Systems
A single controlled execution boundary for AI agents, with human approval for irreversible actions and policy-based access to tools.
Abstract
This programme studies how agentic AI systems can be made governable in practice. Rather than granting an agent broad autonomy, we route all consequential actions through one execution boundary that enforces policy, requires human approval for irreversible operations, records evidence, and supports rollback via compensating actions. The work is applied and iterative; it is not a validated production standard.
Problem & motivation
Agentic systems that can call tools and take real actions are difficult to trust: autonomy and accountability are in tension. Most deployments either over-restrict the agent (limiting usefulness) or under-govern it (risking irreversible harm).
Research questions
- Can a single execution boundary enforce policy without materially reducing task success?
- Which classes of action genuinely require human approval, and how is that boundary drawn reliably?
- What evidence must be captured for an action to be auditable and reversible after the fact?
Methods
- Prototype a policy-enforcing execution boundary with a fixed tool interface.
- Instrument every action with evidence capture and a compensating-action registry.
- Run scenario-based evaluations comparing governed vs ungoverned task completion.
Observations
- Observed (internal, non-validated): routing actions through one boundary makes policy changes centrally auditable.
- Observed: drawing the irreversible-action boundary is domain-specific and remains an open design question.
Limitations
- Evaluations to date are internal and scenario-based; they are not an industry benchmark.
- No claim is made about safety guarantees in adversarial settings.
- Results have not been peer reviewed.
Future work
- Formalise the irreversible-action classification.
- Externalise a reproducible scenario suite.
Community involvement
This programme is technical and does not involve community data.
Disclosures
- Funding
- Infrastructure and engineering support provided by Octopus Core Pty Ltd.
- Conflicts of interest
- Octopus Core develops commercial governance products in an adjacent space; findings are reported independently of that interest.
