06Governance & controls
Autonomy is earned
through evidence.
Accountability is not a policy document sitting beside the system. It is a set of controls inside it: what may run, how far it may go alone, where a human decides, and what is recorded afterwards.
Conceptual model · no client data · no certification claims
01Control architecture
Where each control sits.
A conceptual view of the path from a request to a recorded action. Select any control to read what it does and which artifacts it writes.
Conceptual architecture · illustrative, not a live system
Request → Action → Record
Before an action runs
Policy checks
Rules written as machine-checkable policy, versioned and approved, evaluated against every proposed action before it executes.
Artifacts recorded
- Policy version
- Approver
- Check result per action
This diagram is illustrative. It describes the control pattern we build towards, not a live deployment or a customer configuration.
02Artifacts
What gets written down.
Every control produces something inspectable later, by someone who was not in the room when the system was built.
01Before an action runs
Policy checks
Rules written as machine-checkable policy, versioned and approved, evaluated against every proposed action before it executes.
- Policy version
- Approver
- Check result per action
02How far it may go alone
Autonomy levels
Autonomy set per action rather than per system. An action earns a higher level through evidence, and loses it the same way.
- Level per action
- Reason for change
- Review date
03Where a human decides
Approval gates
High-consequence steps stop and wait for a named human. The gate records who approved, when, and on what information.
- Gate definition
- Approver identity
- Decision timestamp
04After an action runs
Audit trail
Every action writes an append-only record linking output back to inputs, context, policy version and the model that produced it.
- Input and context refs
- Model and prompt version
- Output and effect
05Over time
Monitoring
Outcome, cost, drift and failure watched at action level, with thresholds that trigger review rather than a dashboard nobody opens.
- Thresholds
- Alert history
- Drift signals
06On a schedule
Review loop
Accountable owners revisit policy and autonomy against what actually happened, so the control set moves with the system.
- Review record
- Owner
- Changes applied
03Boundaries
What we do not claim.
Governance language attracts overstatement, so here is the limit of ours.
No certification claims
We do not hold ourselves out as certified or accredited against any standard. Where a framework applies to your sector, we build to be assessable against it.
No customer evidence here
Nothing on this page is drawn from a client system. Engagement evidence stays with the organisation that owns it.
No autonomy by default
Actions start assistive. Autonomy moves up only where behaviour has been measured and an accountable owner signs the change.
The thesis
The next generation of software will not wait to be asked. It will understand, decide, act, and prove what it did.
We’re building that generation from Dubai’s DIFC, for organisations that have to answer for what their systems do.