T-shirt size
M
Executive-grade guidance for organisations that need to adopt agentic AI safely, calmly and at scale.
Governance / Policy enforcement / L3
T-shirt size
M
Recommended C-suite owner
CISO (with CCO)
Recommended operational owner
Policy Enforcement Platform Owner
Parent Level 2
Policy enforcement
Related Sub-Threads
5
DevSecOps and control gates
Build-and-release controls for agent bundles so changes are tested, approved, and traceable before production
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Privacy and data protection
Ensuring agents access only necessary data for an approved purpose
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Identity and access
Service-grade identities and authentication for agent services and connectors
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Identity and access
Fine-grained, context-aware authorisation for agent tasks and action classes
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Auditability and evidencing
The link between written policy, machine-enforced rules, and proof of enforcement
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Thread
Embed agentic AI assurance, approvals, and policy enforcement into the software delivery pipeline so changes to agent bundles are tested, governed, and safely deployed
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Thread
Define and enforce precisely what agents can access and do across systems, data, and tools so autonomy is safe, least-privilege, and controllable at scale
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Thread
Capture end-to-end evidence of agent decisions and actions and automate reporting so the organisation can prove control effectiveness and investigate incidents
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Thread
Apply privacy-by-design across retrieval, memory, tool calls, and third parties so agents minimise data use and comply with purpose, retention, and consent requirements
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