Derisk360
Insights

The 4-Layer Intelligence Stack

Derisk360's 4-Layer Intelligence Stack — context, governed decisions, auditable actions, measurable outcomes — is the architecture pattern for regulated agent deployments.

Derisk360's 4-Layer Intelligence Stack — context, governed decisions, auditable actions, measurable outcomes — is the architecture pattern for regulated agent deployments.

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LAYERS[ 01 / 02 ]

The four layers

Layer 01 unifies context via MCP and knowledge graphs. Layer 02 applies policy engines and human-in-the-loop. Layer 03 executes tool calls with audit trails. Layer 04 measures business outcomes and eval scores continuously.

Skipping layers — especially context and evaluation — is why most enterprise AI never crosses to production.

Key takeaways

Practitioner perspective from production implementations

Focused on deployment risk — not model hype

Applicable to banking, insurance, and regulated enterprises

Related resources

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Frequently asked questions

What is Derisk360?
An enterprise AI services firm running accelerators and production implementations with embedded FDEs.
Who writes Derisk360 insights?
Practitioners — Forward Deployed Engineers and delivery leads with production experience in regulated enterprises.
How do I apply this insight?
Book a discovery call at derisk360.com/book. We map your use case and scope a governed production accelerator.