The Haystack and the Needles: Why Lossless Cybersecurity Analytics Require Deterministic Pipelines
Adversarial Code Review Example with Claude
Below you will find my adversarial review prompt that I give to Claude on every pull request review. This is a living document that references dozens of cascading documentation. Collectively, over 1,700 norms contained in the "WitFoo Way" are reviewed. Also, the integrity of the work done by what is often a lazy or dishonest Claude session. In spite of the rigorous testing I outlined in Coding with Claude: What I've Learned Building a Cybersecurity Platform with AI , Claude finds new innovative ways to come off the rails. I use this prompt in an independent session to find shortcuts and lies from the PR session. I have run this prompt dozens of times and it has never come back without hits.
The Weight Guesser and the Scale: How I Actually Use AI
Which Detective Would You Hire? The Case for Deterministic Cybersecurity
A Walk Through Christchurch
Podcast: Adventures of Alice & Bob
Three Prompts That Turn Your Data Lake Into an Empathetic Processor
Blaster, Mythos, and the Patching Tempo We're About to Need
Why the Fork: Addressing the Objections
The Nuclear Code Fork
Dragon 305: AI Lessons from the Flight Deck
Tokens, Time and the New Math of Getting Things Done
Lost in Space, Time and Standards
Supersonic Broken Processes: The Hazards of Automating Cybersecurity with AI
How AI was the Best Bender of My Life
The Closing Window: AI's Value-to-Cost Ratio Is Shifting Fast
People > Machines (The OODA Loop Strikes Back)
Why I'm Not Losing Sleep Over AI Stealing My Job or My Soul
Teaching Claude the Old Tricks: Lessons from Migrating Legacy Code to an AI-Assisted Workflow
Coding with Claude: What I've Learned Building a Cybersecurity Platform with AI
Cricket Baptism
Empathetic Processing and Temporal Link Analysis: Research Pathways for AI in Cyber Defense
New Zealand Move Notes
Background
Over the course of a year from November 2025 to November 2026, Mai and I researched and eventually moved to New Zealand. We were looking for a life change and my work at WitFoo needed to plan for international expansion. My extensive notes are found below.
Advisors
Our move was made much easier by a few advisors. I am pretty good at paperwork and research and thought of doing it myself to save some money. I ended up feeling that all 3 of these advisors over delivered on value and made our move much more successful.
Tags
The Wizard, The Warrior and The Poet
In the labyrinth of our professional lives, the roles we assume can often feel overwhelming. Balancing strategy, execution, and inspiration requires a delicate dance of various skills and mindsets. To navigate this complexity, I have compartmentalized my work into three distinct personas: The Wizard, The Warrior, and The Poet. Each persona plays a vital role in the tapestry of my professional endeavors, allowing me to approach challenges with clarity, purpose, and creativity.
The Wizard: Master of Strategy and Vision
The journey begins with The Wizard, a figure of wisdom and foresight. When I don the robe of The Wizard, I immerse myself in the realm of strategy and planning. The Wizard's primary concern is to devise the best possible strategy, envisioning the grand scheme in its entirety. This persona thrives on considering every facet of a plan, ensuring that all systems and stakeholders are accounted for.