Validating artifact schemas and preparing the command center…
Validating artifact schemas and preparing the command center…
Generate · Simulation & fidelity
The hand-coded digital twin preserves time, identity reuse, velocity and relationship state across events, while a hard fidelity firewall rejects structurally invalid campaigns.
Representative fidelity
0.975
Composite validity score for the versioned illustrative rollout.
Linked events
9
One deterministic rollout, ordered by timestamp.
Entity footprint
8D · 5M · 7B
Unique devices, merchants and beneficiaries touched by the same campaign.
Select an event to inspect entity changes and the evolving behavioural/graph signals.
19 Jul, 12:45 UTC
AI agent checkout · card and token
$35
C000929
D000327
M00376
B001206
Velocity · 1 hour
2Payment attempts linked to this customer in the previous hour; a sudden spike can signal automated or coordinated activity.
10-minute velocity: 0
The same attempt count in the tighter ten-minute window, used to surface short bursts.
Shared graph entities
0Devices, merchants or beneficiaries this event shares with other campaign events, revealing hidden links between transactions.
Graph degree: 6
The number of direct entity connections around this event in the simulated payment network.
Relationship reuse
2Combined recent reuse of the device and payee; repeated infrastructure can connect otherwise separate-looking payments.
Device reuse: 0 · Beneficiary reuse: 2
Each value counts prior uses of that device or beneficiary during the previous 24 hours.
All campaign-level scores are shown across every seed; the table provides the exact summaries.
| Seed | Mean | Minimum | Median | Maximum |
|---|---|---|---|---|
| 20260812 | 0.927 | 0.837 | 0.916 | 0.999 |
| 20260813 | 0.918 | 0.838 | 0.904 | 1.000 |
| 20260814 | 0.919 | 0.824 | 0.909 | 0.998 |
| 20260815 | 0.927 | 0.837 | 0.917 | 0.997 |
| 20260816 | 0.924 | 0.831 | 0.908 | 1.000 |