Own the Intelligence, Rent the Model, Commit to Learning
Anyone can rent a model. The edge is a system that routes each task to the method it needs — and never stops learning your industry.
The Signal Flare - Data Driven Insights
I'm an entrepreneur who turns data into predictive models that help businesses make decisions. I'm constantly learning from the work analyses, the people I work with and the experience of being an entrepreneur. This is what I write about.
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Latest posts
Own Your Knowledge, Rent the Model
Karp and Amodei are fighting over the frontier. Fireworks just raised $1.5 billion showing the value is in the middle.
Are You Training Your Competitor’s Next Tool?
What Karp’s “tokenmaxxing” critique means for operators — and the architecture that keeps your learning yours.
The Hard Part Was Never the Technology.
Convergence Got Easier. People Didn’t.
The Context Layer Is the Lynchpin of the AI Stack
Models, agents, and connectors are commoditizing. The layer that learns is the one that lasts.
The Tokenomics Trap
AI is getting cheaper. Your AI bill isn’t.
The End of Easy Pricing
AI Pricing Got Fast. Trust Got Hard.
Stop Treating Decisions Like Projects
Agentic AI closes the loop on Decision Intelligence. Most implementations will miss it.
What Follows the March Gas Shock
Traffic estimates by region, lag timeline, and three scenarios for Q2 and Q3 2026
The Agent Escaped - What Now?
What Mythos revealed about the infrastructure you're building today