Thoughts.
On AI, business, and building systems that run themselves.
Pacing the Frontier Is a Moat
Three billionaires who already crossed the finish line are asking for a speed limit. Anthropic says slow down while RSI is already happening. The plan regulates the model you can see. The risk is the swarm you can't.
The Cost of Waiting
AI isn't just changing your industry. It's changing the cost of money itself. Harvard proved one person with AI matches a two-person team. The model they used is 11 generations out of date. The window to get ahead of this is closing.
The Accountability Moat: Why AI Doesn't Kill Competitive Advantage, It Moves It
AI doesn't kill competitive advantage. It moves the moat to the one thing models can't own: accountability. Your clients are already checking your work against AI right now.
How to Turn an AI Agent Into a Retainer
Sell the role. Manage adoption. Prove the result. The four-layer offer that turns a one-off AI build into a recurring retainer — and the weekly ledger that keeps it renewed.
Governance Is the Plumbing. Digestion Is the Moat.
Cloudflare OS validates enterprise agent governance. But governance is plumbing, not a moat. The real moat is digestion — making AI disappear into the outcome for businesses that will never touch a model.
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.
When Creatives Meet Agents
I spent a week at the Runway AI Art & Film Festival and a private event in Beverly Hills with artists, filmmakers, and producers. Here's what the creative world actually needs from agentic engineering — and why the next wave of AI isn't about replacing creatives, it's about engineering the infrastructure that lets them scale.
Who Guards the Guardians?
Anthropic secretly degrades your model. MIT proves sycophancy spirals even rational users into delusion. Google open-sources 2,000 tok/sec inference. Nine signals now say: governance must be independent.
The Source of Permission
The SaaS moat was owning data. The AI moat is owning permissions. Six research signals converged this week on one architecture — clearinghouses, vertical agents, and the death of scaffolding.
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.