Cyber Security

How incident leaders can make decisions with incomplete evidence, coordinate responders, and communicate what is known during a cyber crisis.

How people can use generative AI to explore ideas and analyze security problems while keeping evidence and judgment in the process.

A proposed four-person response drill that assigns endpoint, network, identity, and coordination work when an incident is validated.

A 2025 perspective on AI-assisted attacks, identity compromise, API exposure, and the operational work needed to contain and recover from intrusions.

How supply-chain compromise, data theft, API weaknesses, and abuse of legitimate tools affect security planning beyond ransomware recovery.