I Built a Lab That Could Tell Me When It Was Wrong
Three Raspberry Pis. A temperature sensor. A motion detector. A couple of LEDs. A small display. An MQTT broker in the middle and a local language model on the other side. That was the plan, anyway.
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GDP Can't See the Work That's Replacing Your Job
It's five in the morning. You wake up. You brush your teeth, iron something, throw clothes on, grab breakfast. You run out the door because the train is coming and you're already late. Train, ferry, another train. You sit down and work for eight hours. You
The Breadboard & GPIO Field Guide
A hands-on reference from the iron-lab bench — how a breadboard, a GPIO extension board, and the Raspberry Pi's 40 pins actually fit together. Everything below is interactive: hover on desktop, tap on mobile. 1 · What a breadboard is, under the plastic Inside the plastic there are
The Approval That Wasn't a Control
I gave an autonomous agent commit access to a repository I care about, and told myself a human was in the loop. The agent runs at 3am on a cron in my homelab. Nobody watches it. It reads the code and the documentation, finds the places where they contradict each
The Drive That Wasn't Dying
I trusted the drive because the drive told me it was fine. Every diagnostic I ran came back clean. Zero percent wear. Full spare pool. No media errors. The SSD's own health check returned a single, confident word: PASSED. By every number the drive reported about itself, it
The Missing Half of AI Governance
I lost an evening arguing with myself about Dyson spheres. It started with a piece by Jean-Stanislas Denain, a researcher at Epoch AI, on what he calls the missing half of AI futurism debates. His argument is simple and it stuck with me. We spend enormous energy asking how
When Institutional Capital Bets on One Person
I failed at solopreneurship once. Not the "learned some hard lessons" kind of failed. The quiet kind, where you shut it down and go back to full-time work and don't talk about it much. So when I saw that Workday, Anthropic, and LISC just launched
Small Businesses Don’t Need AI Hype
Small businesses don’t need AI hype. They need AI to make the work lighter. That’s the real gap. A recent Goldman Sachs small business survey found that 73% of small businesses would benefit from more AI training and implementation support. But the deeper story is more practical: * 50%
Tesla Subsidized Grok. Its Engineers Chose Claude Anyway.
I assumed that when a founder owns both the AI lab and the company deploying it, adoption is a formality. A policy change at Tesla this month proved the opposite. Starting July 6, Tesla capped employee AI tool spending at $200 a week. The cap applies to Anthropic, OpenAI, and
AI's Hidden Tax on Makers
I assumed the maker renaissance ran on its own track, insulated from the frontier AI story. The price of a Raspberry Pi proved it's downstream of the same demand. For the last few years I've watched two AI stories run on separate tracks. One is the
Voice AI Just Doubled. Here's the Math That Changed My Mind.
I read the ElevenLabs valuation jump as another overheated AI headline. Then I checked the numbers myself. Bloomberg reported on July 2 that ElevenLabs is in early talks for an employee tender offer that would value the voice AI company at roughly $22 billion, expected to close by September. That&
The Age of Vertical AI Has Begun
I had a tidy theory about where this AI market was headed. Claude Science broke it in one launch. The theory: the model layer is a commodity. DeepSeek was the proof of concept, at least as I read it: a smaller, resourced team closing most of the gap with the
AI Governance
The Government Is Now Inside the Distribution Loop
Since frontier AI became commercially available via API — roughly 2022 onward — the assumption inside large organizations was simple: sign a contract, get access. Government was somewhere downstream, writing policy, setting export rules, reacting to what labs shipped. On June 12, 2026, that assumption cracked. The US government issued an export
AI Governance
Your Next Coworker Doesn't Have an Account. It Is the Account.
I assumed AI assistants were personal. That was the mental model I carried into every conversation about deploying these tools inside an organization. Each person gets their own session. Their own context. Their own relationship with the tool. The agent lives inside your account, answers your questions, forgets everything when
AI Governance
The Tools Were Always The Constraint
The standard theory of competitive advantage went something like this: serious capability requires serious infrastructure. If you wanted to run a real business, you needed a team. If you wanted to train or run competitive AI models, you needed a server room or a cloud bill that could swallow a
AI Governance
What Survives Automation
For years I measured my worth by my output. Faster. Cleaner. More of it. That instinct is now a liability. Here's the shift almost nobody priced in: the new AI doesn't deliver intelligence. It delivers prediction — cheap, fast, endless. And prediction was most of what we
AI Governance
The UI Is the API Now
The demos look like a consumer feature. Gemini 3.5 Flash releases Computer Use — the model sees a screen, clicks buttons, navigates pages, fills forms. The obvious read: AI that browses the web. Feels like a parlor trick with a good marketing deck. That's the wrong frame. There&
AI Governance
On-Device AI + Solopreneur Economy
Frontier AI just stopped being a subscription. It became a default feature of the hardware. Two moves this month made it concrete. Google released a frontier-class model that runs locally on a $1,000 laptop. Offline. No subscription. Memory needs down about 40%. NVIDIA announced a consumer AI chip