---
title: "MAS Project MindForge — AI Risk Management: Operationalisation Handbook — KYE Protocol™ coverage"
description: "MAS Project MindForge — AI Risk Management: Operationalisation Handbook coverage by KYE Protocol™ — every requirement bijection-mapped to the KYE™ artefact that enforces it."
url: https://kyeprotocol.com/compliance/mas-mindforge/
lang: en
source: "KYE Protocol"
---

> MAS Project MindForge — AI Risk Management: Operationalisation Handbook coverage by KYE Protocol™ — every requirement bijection-mapped to the KYE™ artefact that enforces it.

MAS Project MindForge — AI Risk Management: Operationalisation Handbook

# MAS Project MindForge — AI Risk Management: Operationalisation Handbook — 50% of in-scope requirements covered.

7 requirements · 7 in scope (7 designed). The 50% is weighted over the in-scope base.

**Source:** MAS Project MindForge is an industry-co-created supervisory initiative whose AI Risk Management: Operationalisation Handbook gives Singapore financial institutions practical guidance for operationalising AI risk management across four blocks — Scope & AI Oversight, AI Risk Management, AI Lifecycle Management, and Enablers (17 considerations in total). KYE Protocol™ operationalises the action-boundary subset of the Handbook at runtime: it governs whether a consequential financial AI action is authorised, within an oversight mode the FI has declared for that use, evidenced, contestable, and final at the moment it happens — and PROVES the basis, replayable by MAS or internal audit. KYE™ does NOT replace MindForge and does NOT govern the FI's governance operating model, model-development methodology, or the correctness of the AI's output (§0.25 integrate-not-compete; honest scope). · **License:** MAS Project MindForge — AI Risk Management: Operationalisation Handbook is published by the Monetary Authority of Singapore and industry participants. KYE™ registry cites the Handbook's oversight-mode and risk-management constructs for mapping purposes only.

## By category

| Category | Reqs | Enforced | Designed | Advisory | Deferred | Coverage |
| --- | --- | --- | --- | --- | --- | --- |
| Scope & AI oversight | 2 | 0 | 2 | 0 | 0 | **50%** |
| AI risk management | 2 | 0 | 2 | 0 | 0 | **50%** |
| AI lifecycle management | 2 | 0 | 2 | 0 | 0 | **50%** |
| Enablers | 1 | 0 | 1 | 0 | 0 | **50%** |

## Every requirement → the KYE™ artefact that enforces it

| ID | Title | Status | KYE™ enforcement |
| --- | --- | --- | --- |
| `mas-mindforge.oversight-modes-machine-enforceable` | Scope & AI oversight: the three human-oversight modes are machine-enforceable at the action boundary, not policy-on-paper | designed | **rule\_packs**: `kye:rule-pack:mas-mindforge` **dictionaries**: `internal` **constitution\_refs**: `constitution/36-GOVERNEDUI.md`, `constitution/12-PURPOSE-PERMISSION.md` |
| `mas-mindforge.action-authority-inventory` | Scope & AI oversight: the AI inventory is extended to an AI action-authority inventory — what each AI is AUTHORISED to do, not just what exists | designed | **rule\_packs**: `kye:rule-pack:mas-mindforge` **dictionaries**: `internal` **constitution\_refs**: `constitution/12-PURPOSE-PERMISSION.md` |
| `mas-mindforge.escalation-before-finality` | AI risk management: out-of-mode and out-of-scope actions escalate (REQUIRE\_APPROVAL) or are refused before finality | designed | **rule\_packs**: `kye:rule-pack:mas-mindforge` **constitution\_refs**: `constitution/25-EDGE-GOVERNANCE.md`, `constitution/36-GOVERNEDUI.md` |
| `mas-mindforge.third-party-vendor-authority-register` | AI risk management: third-party / vendor AI risk is governed via an external authority register at the action boundary | designed | **rule\_packs**: `kye:rule-pack:mas-mindforge` **dictionaries**: `internal` **constitution\_refs**: `constitution/12-PURPOSE-PERMISSION.md` |
| `mas-mindforge.deployment-controls-authority-gateway` | AI lifecycle management: deployment controls are enforced at the Authority Gateway before a consequential action proceeds | designed | **rule\_packs**: `kye:rule-pack:mas-mindforge` **constitution\_refs**: `constitution/25-EDGE-GOVERNANCE.md`, `constitution/12-PURPOSE-PERMISSION.md` |
| `mas-mindforge.monitoring-change-evidence-replay` | AI lifecycle management: monitoring & change management produce replay-provable Evidence Packs, replayable by MAS or internal audit | designed | **rule\_packs**: `kye:rule-pack:mas-mindforge` **dictionaries**: `internal` **constitution\_refs**: `constitution/13-RESILIENCE-LOOP.md`, `constitution/30-AUDIT-WORM-RETENTION.md` |
| `mas-mindforge.enablers-named-accountability` | Enablers: every consequential AI action maps to a named accountable officer under whose authority it proceeds | designed | **rule\_packs**: `kye:rule-pack:mas-mindforge` **constitution\_refs**: `constitution/36-GOVERNEDUI.md`, `constitution/21-DELEGATED-AUDITABILITY.md` |

Canonical KYE™ surfaces referenced on this page: [Evidence Pack™](https://kyeprotocol.com/evidence-pack/) · [KYE Protocol™](https://kyeprotocol.com/).