Architecture, implementation, and engineering guidance for CTOs and data science teams.
5 technical references — written for engineers and data scientists building governance into production AI systems.
01Guides
Self-Hosted AI Governance: Why UAE Regulated Institutions Cannot Use Cloud-Based Tools
What PDPL says about sending personal data to cloud providers, and how a compliant self-hosted governance architecture is structured.
ArchitectureData residency
LLM-as-Judge for AI Governance: How Intelligent Policy Evaluation Works Without Sending Data to the Cloud
Why rules-based governance has a ceiling, how a self-hosted SLM evaluates policies in natural language, and why reproducibility matters for audit purposes.
EvaluationArchitecture
AI Model Drift Detection: What UAE Financial Regulators Expect and How to Implement It
Population Stability Index, monitoring cadence, alert thresholds, and how to document drift detection for CBUAE compliance.
Credit scoringFraud detection
AI Governance for Credit Scoring Models: A Compliance Checklist for UAE Fintechs
Pre-deployment checklist, in-production governance, customer rights for adverse decisions, and annual review requirements.
Credit scoring
AI Governance for Fraud Detection Models: What UAE Financial Institutions Must Document
False positives as a compliance risk, human oversight thresholds, bias testing, and the audit trail for autonomous transaction blocks.
Fraud detection
02Coming soon
Next on the docket.
01 / In progressDraft
SDK Integration Guide: Instrumenting Your Model in 30 Minutes
02 / In progressDraft
Immutable Audit Log Architecture: A Technical Deep Dive
03 / In progressDraft
LLM-as-Judge Deployment: Infrastructure and Compute Requirements
See how Magpie's SDK instruments your model in under a day.