Your SaaS Bill Just Got a Second Meter
The seat was a proxy for human work. Agents break it — and vendors are adding a second meter for delegated work. Negotiate it before your usage is locked in.
Insights
Thinking on enterprise AI.
Strategy, architecture, governance, and what it actually takes to move from experimentation to adoption.
Stack Literacy Is the New Leadership Skill
A six-layer agent infrastructure stack is being built in public. Knowing which layer is mature, which is a shim, and which is missing is now a leadership requirement.
From AI Experimentation to Enterprise Adoption
Why the biggest barrier to AI scale is no longer model capability, but strategy, governance and the operating model around it.
What Changes When AI Starts Taking Actions?
Agents introduce a different class of architectural, governance and accountability decisions than conversational AI.
RAG Is Not the Hard Part
The real enterprise challenge is permissions, traceability, evaluation, integration and creating enough trust for people to use the system.
You Flattened Management. What Did You Actually Remove?
Cutting a management layer removes three bundled jobs at once — and AI can only take one of them. Decompose the role before you compress it.
Your Agents Produce at 100x. Your Org Reviews at 3x.
Agents scale generation instantly and review not at all. Without redesigning the org around that mismatch, the bottleneck just moves onto a human's desk.
The Value in Enterprise AI Is the Implementation Layer
The model was never the bottleneck. The workflow design, data access, authority, evals, and audit around it are where the value — and the capital — is flowing.
The Fences That Kept Bots Out Now Keep Customers Out
The agent economy depends on a precondition nobody's funding: making your whole company — not just a chatbot — readable and writable by agents.
Power Is Shifting to the Buyer's Agent
Agent commerce isn't about a bot buying coffee. It's the buying journey moving out of the seller's funnel — and your business has to be callable.
Your Agent Needs a Manager, Not a Better Prompt
The dangerous agent failure isn't a jailbreak — it's an agent doing its job one step past its permission. The fix is a judge at the action boundary.
Computer Use Is the Bridge, Not the Moat
An agent clicking buttons feels like the future. The real primitive is whether the system knows what the button means — who may press it, and what breaks if it's wrong.
The First Agent to Build Is Boring on Purpose
Workspace agents compete with your Zapier glue, not your chatbot. They pay off on repeatable work with a clear reviewer — and nowhere else.
Building Agents Is 80% Plumbing
A rare look inside a production agent shows the moat isn't the model — it's the unglamorous engineering wrapped around it.
Don't Pick a Vector Database First
Agents don't need relevant text; they need the right bundle in the right shape. Define the data contract before you choose a retrieval vendor.
A World Model Automates Information, Not Judgment
Software can maintain a living picture of the company and replace the status-shuttling managers do — but not the editorial judgment underneath it.
You're 50x Faster and Getting 2x Back
Agents run at superhuman speed, but a web built for human eyes and hands eats the gains. Rebuilding for agents is the real work — and it reshapes human roles.
The Real Problem With Agents Is You Can't Describe Your Job
Installing an agent takes ten seconds; getting value takes articulating the tacit knowledge you can no longer see. That's the gap nobody is selling into.
Three Questions That Cut Through the Agent Noise
Behind every new agent framework is a different strategic bet. Read them on three axes and you can tell in minutes whether one is for you.
Automate, Build, Buy, Hire, or Wait
Most AI projects fail because the question was framed wrong. It's not an AI question — it's a question about the shape of your work, decided one workflow at a time.
A Security Incident Is Usually a Procurement Failure
When an agent breaches an enterprise platform, the root cause is rarely hygiene — it's a buying process that still treats agentic software like SaaS.
Dark Code Is an Organizational Problem, Not a Security One
AI now ships code no human ever understood. Observability and better pipelines don't fix that — comprehension has to be engineered back in.
Skills Are Becoming Enterprise Infrastructure
The humble skill file has shifted from personal prompt-saving to a governed, cross-vendor layer where organizational methodology actually lives.