Practical resources for AI, software, IT and cybersecurity

Guides for decisions across architecture, security, privacy, operations and release work. Use the review topics to prepare a conversation, then contact me directly through WhatsApp, phone or email.

AI Governance

Define ownership, provider/data boundaries, human oversight, evaluation, change control and operational accountability.

AI Governance

Privacy Engineering

Reduce unnecessary data collection and make retention, access, logging and third-party handling explicit.

Privacy Engineering

Threat Modeling

Review assets, trust boundaries, threats, existing controls and next actions before a conversation.

Threat Modeling

Software Supply Chain

Treat dependencies, build inputs, secrets, artifacts, provenance and updates as part of software security.

Supply Chain

Network Security

Review exposure, segmentation, remote administration, DNS/TLS, device ownership, monitoring and recovery.

Network Security

Backup & Recovery

Plan what must be restorable, who owns recovery, where backups live, and how restore assumptions are tested.

Backup & Recovery

Change Management

Make scope, risk, validation, rollback, communications and monitoring explicit before impactful changes.

Change Management

Vendor Dependency Review

Review external services, data, permissions, failure dependencies and exit planning.

Vendor Review

Release Readiness

Review product behavior, security, observability, rollback and support before a release.

Release Readiness

Security Review Planner

Prepare the context for a review: exposure, data, identity, integrations and the planned technical change.

Security Planner

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