Essays, Frameworks & Deep Dives
Practical insights on building secure AI agents, defending against synthetic media, and executing conviction-led product strategy.
Beyond Prompting: The Architecture of Harness Engineering and the Machine-Web Mismatch
Why autonomous agents fail on human web interfaces, and how the shift from prompt engineering to harness engineering and keyless edge brokering defines production reliability.
The $30 Autonomous Breach: Why Scalable Non-BIN Attacks Are the Next Frontier in Payment Fraud
An agentic swarm breached 27 merchants and harvested 600,000 cards for under $30 in compute. Here is how autonomous agent pipelines are replacing traditional BIN attacks with unclustered, non-BIN fraud topologies.
The Instinct Bot Leak: Why Frontier AI Agents Are Bleeding Your Private Data
The cross-user document leak in Instinct bot exposes a systemic flaw across modern agent architectures. Prompt guardrails cannot stop context bleed, and real security requires physical boundary isolation.
Intelligence as a Function Call: Why Calibrated Decision Models Matter More Than Generation
An architectural examination of TypeSafe's Jev, the shift from generative chat to calibrated classification, and why the future of AI in production software looks like typed function calls rather than prose.
From N-Grams to Transformers: What Building NLU in 2010 Taught Me About Modern LLMs
A deep technical reflection from my time as CTO of Ginger Software (2010–2014) on how natural language processing evolved from brittle statistical pipelines to modern reasoning engines.
The AI-Native Web: Why Autonomous Agents Are Turning the CMS into a Bithost
How generative agents, dynamic intent assembly, and machine-first discovery are dissolving the traditional CMS, turning legacy platforms into commodity bithosts.
The Agentic Guestbook: Designing Proactive Discovery and Multilingual Etiquette for Autonomous AI Delegates
For thirty years, websites were built as passive billboards for human eyes. In the agentic era, websites must evolve into hospitable environments where autonomous AI delegates are actively recognized, welcomed, and empowered to interact.
Engineering My Website for the Agentic Web: How I Reached a 9.45 WebMCP Rate
Why designing for AI agents is the new responsive web design, how I built deterministic WebMCP tooling into my website, and why continuous CI testing matters.
The Triangle of True Professionalism
Professionalism is defined by the decisions we make and the responsibility we carry for everyone they touch. True professionalism rests on three pillars: Rigorous Mastery, Strategic Edge, and Grounded Humanity.
Not Every Critique Deserves a Seat at Your Table
Last Thursday, I watched Chef Jean-Pierre for the first time. He was making onion soup, casually adding more butter to his roux, when he said that golden…
The AI Arms Race in Cybercrime: How Generative AI is Redefining Fraud and Hiring Risks
The AI-Driven Evolution of Cybercrime The cybersecurity landscape of 2025 is being reshaped by artificial intelligence (AI) and, more specifically, by generative AI (GenAI). Once…
Clarity’s Hiring Fraud Handbook
Introduction: When AI meets hiring fraud AI has transformed nearly every industry in recent years, mostly for the better. It helps clinicians spot disease earlier, accelerates drug…
Better Together: The Power of Ensembles in Life, AI, and Fraud Prevention
There is a universal principle that echoes across disciplines, industries, and even nature itself: we are better together . Diversity, when harnessed properly, does not just add…
Joining Clarity: Protecting the Future of Digital Trust
I am not sure there is a way to fully express how lucky I feel right now. Lucky to have had the privilege of choosing between several amazing opportunities, and even luckier that…
Customer-Led Products vs. Vision-Led Products: Why Vision Changes Everything
In product development, two dominant paradigms often guide teams: customer-led products and vision-led products . Both approaches are powerful and both have their place, but only…
Focus Oriented Execution
Why focus is not just doing one thing, and how to hard wire it into a real startup. Why focus matters Every startup needs focus. One of the main startup killers is defocus . As…
The Libero: A Hidden Role with Visible Power
On the People Who Build Strong Development Organizations and Drive Them Forward In every technology organization, the human structure is one of the most critical factors for…
The Cognitive Revolution: When AI Liberates Human Time
Just as the Industrial Revolution freed the human body from the physical burden of plowing fields, building shelters, and manual production, so too does the current revolution,…
When Threats Get Real: Tackling Multi-Modal Fraud and Cyber Attacks
In recent years, I've dedicated a significant part of my professional life to addressing multi-variable and multi-dimensional threats. At the outset, these might seem like…
Grateful for the Journey: Leaving nSure.ai to Pursue New Challenges
I am very pleased to announce that after a fascinating decade as a founding entrepreneur and leader of one of the world’s most advanced payment fraud prevention solutions, as part…
Why Every Company Needs a Generative AI (GAI) Squad, And How to Build One
In the fast-paced era of technological advancement, the emergence of Generative AI (GAI) isn't merely evolutionary, it's revolutionary. Companies at the forefront are already…
Navigating Co-founder Conflicts: My Review of The Y Combinator Video
This blog post is a review of a Y Combinator video that delves into the complex issue of co-founder conflicts. The video offers valuable insights and practical advice for…
What's Your Use Case? The Agentic AI Echo Chamber
In the burgeoning field of Agentic AI, a question reverberates through every conference, online forum, and casual conversation: "What's your use case?"
The Future of Video Creation is Here
Revolutionizing Video Creation with Argil.ai In today’s fast-paced digital landscape, the demand for high-quality video content is higher than ever. Traditional video production…