Elemental Insights

Field notes on AI strategy, enterprise technology, and systems that actually ship

PlatformFebruary 26, 20266 min read

What We've Actually Built: A Progress Report on Cardinal Element's AI-Native Growth Platform

A candid look at the three systems behind Cardinal Element's advisory work: 7 executive agents, 18+ tool integrations, 49 coordination protocols across 8 categories, and a blind LLM-as-judge evaluation framework.

Read more
AI ResearchFebruary 23, 2026Interactive

Skate Where the Puck Is Going

A nod to the U.S. Olympic hockey win, and a clear look at where AI agents are headed: interactive METR data shows autonomous work horizons doubling about every 123 days through 2029.

Read more
AI ModelsAugust 10, 20253 min read

GPT-5: First Impressions

GPT-5 is not magic, and it is not AGI. It does bring tighter adherence, better voice, and a cleaner coding sandbox. A step forward, not a moon landing.

Read more
AI ModelsAugust 5, 20253 min read

Why Claude Opus 4.1

Claude Opus 4.1 lifts SWE-bench Verified coding accuracy to 74.5%, up from 72.5% in Opus 4, with measurable gains in multi-step reasoning and data analysis.

Read more
AI AnalysisJune 19, 20254 min read

What Gemini 2.5 Says About ChatGPT

Gemini Pro 2.5 breaks down how Gemini 2.5 analyzes YouTube video and why OpenAI o3 falls short there. The real story: Google's data advantage is hard to ignore.

Read more
AI CreativityJune 13, 20255 min read

The Creative Power of AI - An Existential Use Case

A simple meditation became an immersive visual journey through a carefully orchestrated AI workflow. The result still surprises me.

Read more
AI ToolsJune 10, 20258 min read

Veo-3 Experiment: Testing Prompts from Leading AI Platforms

To learn how to prompt Google's Veo-3 video model, I ran a bake-off between leading AI assistants. Same assignment. Very different instincts.

Read more
No-Code AIMay 29, 20257 min read

AI Development Tools for Non-Coders (Vibe Code)

A practical assessment of the best tools for builders who want to ship software without living inside an IDE.

Read more
Enterprise AIMay 6, 20255 min read

OpenAI: AI in the Enterprise

The AI gold rush makes hard value hard to spot. I dug through OpenAI's enterprise case-study compendium and pulled out seven themes worth watching.

Read more
AI StrategyJanuary 20, 20254 min read

Rapid Proto Personas Using Generative AI

Ten slides can raise $50 million when the story lands. This piece explores how generative AI can sharpen that storytelling craft.

Read more
ResearchJanuary 13, 20254 min read

Complex Contagion: Network Dynamics in Social Behavior

Complex contagion research changes how we understand network behavior: big ideas rarely spread from one exposure alone. They need reinforcement, context, and the right social structure.

Read more