Four dimensions for agents that act, issued January 2026, mapped to the controls that bound autonomy and keep a person accountable.
Last verified: 30 October 2026
Every row is a control that is live in AxiSentinel or AxiReady today, with the phase it belongs to.
| Requirement | What AxiSentinel and AxiReady do | Phases |
|---|---|---|
| Assess and bound risks upfront | Classify and plan per agent: risk tier, allowed tools, data scope and environment; AxiReady readiness score before go-live. | 01, 02 |
| Bound autonomy through tool access and permissions | MCP Gateway approves every tool; named identity and role scope; unapproved tools blocked. | 03, 04 |
| Make humans meaningfully accountable | A named owner per agent in the inventory; high-impact actions wait for a named person; the confirmation and reason are recorded. | 04, 06 |
| Human oversight that can override, intercept or review | Authority gates intercept; approvals inbox reviews; quarantine and kill switch override on one confirmed decision. | 05, 06, 08 |
| Implement technical controls and processes | Tool guardrails at the gateway, least-privilege scope enforced per agent, LLM proxy policy on every model call. | 03, 04, 05 |
| Test before deployment | Agentic test suite: task execution, policy compliance and tool-use accuracy, plus the OWASP cases. | 10 |
| Staged rollout and real-time monitoring | On Demand first, Always On after; behavior guard, AI radar and monitoring plans with Article 72 style data checks. | 07, 09 |
| Enable end-user responsibility | Disclosure and escalation evidence in the passport; Academy training for the people who approve and stop. | 11, 12 |
Sources: IMDA, Model AI Governance Framework for Agentic AI, 22 January 2026; MAS AI Risk Management Guidelines, 7 October 2026; Baker McKenzie client note, January 2026.
AxiReady finds. AxiSentinel gates, holds, quarantines and stops, Always On or On Demand. A qualified AxiLayer AI auditor signs against Singapore Agentic AI.
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