Thoughts.
On AI, business, and building systems that run themselves.
The Team They Never Hired
Every small business needs an AI team. None can afford one. The opportunity isn't building AI — it's becoming the AI team for one industry you understand better than anyone in the room.
From Loops to Graphs: What We Learned This Week
One week of AI infrastructure research — seven threads pulled together. Loop engineering, credit ledgers, CDP, Kimi K3, GPU benchmarks, security breaches, and selling to the frontier.
Verification Is the Scarcity
AI training data is a $100M gold rush. But the gold learns to mine itself. What survives when every supplier becomes replaceable — and what Prospyr 305 is building on the same principle.
Who Guards the Guardians?
Anthropic secretly degrades AI research. MIT proves AI models can't self-report. The governance crisis nobody is talking about — and what Prospyr 305 is building next.
The Source of Permission
The SaaS moat was owning data. The AI moat is owning permissions. How clearninghouses, vertical agents, and the death of scaffolding converged this week — and what Prospyr 305 is building next.
When Creatives Meet Agents
I spent a week at the Runway AI Art & Film Festival. Here's what it taught me about the future of creative work, autonomous production, and why the next Pixar might not have a single human employee.
Build the System, Not the Prompt
The week AI research converged on one architecture — specialized components, completion states, persistent memory, and guardrails at boundaries. Here's what it means for business.
The Research Intelligence Pipeline
From paper to production in 24 hours — how we weaponized AI research into competitive advantage with a consume-connect-ship pipeline.
The Pulled Punch Problem
When you do both sales and delivery, you subconsciously slow down marketing because you dread onboarding. Here's how AI changes the equation.
Crypto Compliance After NexFundAI
The FBI created a real cryptocurrency token to catch market manipulators. Here's what it means for your business.
I'm Not an AI Engineer. I'm an Agentic Engineer.
Why the future of business isn't about using AI — it's about building systems where AI executes.
7 Trillion Passwords Couldn't Crack This Bitcoin Wallet. AI Did It in Minutes.
How contextual intelligence beat brute force — and what it means for business.
System of Action vs. System of Intelligence
What Google just validated about the architecture we're already building.