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Dubai Municipality — permitting autonomy · 2026-08-03 to 2026-08-18

Permitting
Programme.

A derivation-first model of how far the municipal building-permit lifecycle can be run by autonomous agents — and, just as deliberately, where it cannot. Every figure below carries its scope and basis; no number stands without one.

75.98%Lifecycle autonomy · design basis
78.12%Permitting subset
71.42%Roster (staffing) basis
96.08%Hard ceiling
30Autonomous agents
Every autonomy figure here carries its scope and basis, so the numbers can never be read out of context: 75.98% on the design basis, 71.42% on the staffing basis.

State of play

designed vs built · 18 Aug 2026

The figures above describe the designed system. This is what is actually built. The model is deliberately honest about the gap between the two.

Built

Jurisdiction Router (AG-01)live
Freshness Sentinellive
Fee Computationlive
Precondition Verificationlive
Agents implemented4 of 30

Open & blocked

Knowledge Spine (P3)not built
BUA-to-GFA definitionopen
FDL-RG-0011 · DBC documentunretrievable
FDL-PR-0055 · UDC editionopen
Conditions C & E on Spinepending

Request ledger

19 requests reviewed
13Honoured exactly
5Honoured + extended
1Deviated
0Ignored

Decision-class mix

share of decisions

Classes A–C (routine to rule-bound) are automatable; D–E carry discretion or statutory weight and stay with people. The mix is what sets the ceiling.

Autonomy vs ceiling

design basis

Monte-Carlo · n=20,000 · σ=0.2 · p50 76.02%

Lifecycle — effort load × derived autonomy

L01 → L10

Bars are each stage's share of total effort; the line is its class-credited autonomy. Autonomy runs high where work is routine and dips where a stage concentrates discretionary or high-risk decisions.

Seven ontological layers

an ontology, not a stack
L1Physical
L2Digital
L3Intelligence
L4Transaction/Token
L5Governance
L6Market/Stakeholder
L7Crisis/Continuity

Seven-stage pipeline

workflow inside L3 · L5
P1Intake
P2Jurisdiction
P3Knowledge Spine
P4Design Language
P5Submission
P6Assurance
P7Stakeholder

The layers are an ONTOLOGY: every object exists in all seven simultaneously. The pipeline is a WORKFLOW resident inside L3 and L5. Conflating them is the programme's largest drift risk.

The programme’s diagrams, rebuilt as a live, interactive system — every figure drawn from the model’s own numbers, never a picture. A sample: how confidence and risk are ANDed to a decision class.

Risk ╲ Conf.
< 0.85
0.85 – 0.95
> 0.95
Critical
E / DHuman only
E / DHuman only
E / DHuman only
High
DHuman finalises
DHuman finalises
DHuman finalises
Medium
BAdvisory
CAutonomous
CAutonomous
Low
BAdvisory
CAutonomous
CAutonomous

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