CYBER RESILIENCE

Keep the business able to operate,
decide and recover.

Cyber resilience connects prevention, detection, containment and recovery with the decisions the business must make. I help leaders prioritize critical processes, test dependencies and strengthen the evidence behind their security posture.

AI DDR / AI Deviation Detection and Response

Make the threat visible.
Make the response accountable.

AI resilience starts outside the model: at the boundaries where context becomes authority and proposals become actions. Explore the attack paths, then follow the evidence that can reveal deviation.

19 surfaces / 3 evidence classes / 5 source cases
01 / Threat atlas

Inter-agentic exposure,
seen as one system.

A circular evidence heat map links all nineteen components to reported paths, research demonstrations and separate lifecycle-control analysis. Select a surface; examine what the source actually supports.

Explore the threat atlas →
Harness evidence flowing through a collector into Elastic and AI DDR19PRODUCERSCollectorElasticAI DDROBSERVATIONS + INDEPENDENT EVIDENCEAnimated simulation / no live connection
02 / Telemetry explorer

From independent signals
to an accountable decision.

Cycle through every harness component. Watch synthetic evidence move into the Elastic pipeline, compare baseline and deviation scenarios, and inspect the producer, field contract and proposed response.

Run the telemetry explorer →

Site v13.5.6 · AI DDR Explorer v1.0.0 · Source-linked reference, not a deployed detection service.

Know the exposure

Assess identity, cloud, applications, information flows and the suppliers that critical processes depend on.

Assign accountable ownership

Make risk acceptance, incident authority and remediation responsibility explicit across business and IT.

Practice interruption and recovery

Use scoped tabletop exercises and technical validation to test response, communications and business recovery.

Keep evidence usable

Protect the records needed to reconstruct events, support investigation and substantiate control operation.

My Resilience Imperative

Enterprise resilience must remain more authoritative than an agent's persistence in completing a task. A consequential AI workflow should be interruptible, reconstructable and recoverable, with independent authority boundaries and tested response.

Read the Resilience Imperative