Expert Commentary and Media Inquiries

Research, academic, and media contributions

Jake can contribute practical expert context where cybersecurity architecture, AI safety guardrails, cloud modernization, identity, public-sector technology, regulated infrastructure, and production systems intersect with real operational constraints.

AI safety and guardrails

Useful angles include deterministic controls, model-agnostic orchestration, red-team validation, attribution, governance, and the gap between prototype AI tools and accountable production systems.

Cybersecurity architecture

Useful angles include privileged access, identity remediation, cloud security patterns, continuous red-team / blue-team operations, incident containment, and risk reduction under regulatory pressure.

Public-sector modernization

Useful angles include municipal technology constraints, records modernization, CJIS and NIST maturity, small-team delivery, and practical adoption of Microsoft 365, cloud, and AI workflows.

Request context

Include topic, deadline, publication or institution, desired format, attribution requirements, confidentiality limits, and whether the request is background, quote, interview, review, or longer-form contribution.

Useful contribution examples

  • Background context for how organizations move AI prototypes into accountable workflows with approvals, attribution, and operational boundaries.
  • Quote or interview support on identity, privileged access, cloud modernization, public-sector technology constraints, and practical security governance.
  • Academic or research review of system-design assumptions, operator workflows, red-team framing, documentation quality, or deployment-readiness claims.
  • Media context on the difference between visible AI features and the less visible controls needed for production use.