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Working Models
Practical thinking tools built to be used, not framed on a wall. Battle-tested approaches you can borrow, bend, and break to fit your own mess.


Employee Experience Doesn't Break. It Drifts.
Most leaders think employee experience is a state. Good or bad. Healthy or toxic. A number on an engagement survey that either clears the bar or doesn't. That's the wrong model. Employee experience is not a state. It's a slope. It drifts. Slowly, quietly, and mostly out of view — until one day the work is worse, the people are tired, and nobody can point to the moment it went sideways. There wasn't a moment. There was a slide. And the customer meets the bottom of that slide l


Your Employees Meet the Slop First
In the last post, I argued that "AI slop" is a signal, not just an insult. I laid out three patterns for how people experience AI inside a product or content stream: Invisible Assistance, Visible Augmentation, and Slop. And I promised to come back and expand them. Here's the twist I saved for this one. When people talk about these patterns, they picture customers. The user staring at the feed. The reader reaching for the report button. The audience that can smell a machine-wr


When Your Audience Names the Problem, That's the Signal
LinkedIn just added a "Seems like AI slop" button. Think about what that admission actually contains. A platform built on professional self-presentation, owned by Microsoft, deeply invested in the AI moment, looked at its own feed and decided it needed a formal mechanism for users to say this feels fake. Its chief product officer said the company blocks hundreds of thousands of automated slop comments a day and has stopped billions of automation attempts in a matter of months


The Glass Horse: What Nolan Gets Right About AI That Your Company Keeps Missing
I saw The Odyssey yesterday. It's a great movie — the kind that reminds you why people still leave the house to sit in the dark with strangers. Nolan shot the whole thing on IMAX film, and it shows. Go see it. But this isn't a film review. It's about something Nolan said afterward that I haven't been able to shake. Asked whether AI might be a Trojan horse — a gift you welcome in, only to watch it turn into something darker — he laughed and said, "AI is a Trojan horse that eve


The AI Dark Age: How the Industry That's Reshaping the World Can't Seem to Read the Room
Let me start with a confession that probably won't surprise you by now: I keep finding the Dunning-Kruger Dark Age everywhere I look. It's like learning a new word and then hearing it six times before lunch. Once you name a pattern, it refuses to stay quiet. But I genuinely did not expect the cleanest example of it to be the entire AI industry — the very people building the future, the ones who keep telling us they're the smartest folks in any room they walk into. So here's t


Even Disney Can Fall Into the Dark Age
I should warn you up front: I am a Disney Adult, and I am not the least bit sorry about it. If you grew up like me, you understand. I was raised by a single mom who worked herself to the bone, and every couple of years she scraped together enough to take me to Disneyland. When the real world got too heavy — and it got heavy a lot — we'd duck into a dark theater and let a Disney movie carry us somewhere kinder for ninety minutes. That wasn't escapism for us. It was oxygen. So


Is Your Product Team Drifting? Health-Driven Operating Model (HDOM)
Most product teams don't realize they're in trouble until the dashboard is already on fire. It's a pattern as familiar as it is frustrating — a metric tanks, someone calls it a "learning moment," and the team scrambles to look busy while the real problems quietly compound. The relationship between Product Management (PM) and User Experience (UX) is a working partnership — and like any partnership worth having, it requires constant effort, mutual understanding, and a shared de
AI & Workflow Systems


Employee Experience Doesn't Break. It Drifts.
Most leaders think employee experience is a state. Good or bad. Healthy or toxic. A number on an engagement survey that either clears the bar or doesn't. That's the wrong model. Employee experience is not a state. It's a slope. It drifts. Slowly, quietly, and mostly out of view — until one day the work is worse, the people are tired, and nobody can point to the moment it went sideways. There wasn't a moment. There was a slide. And the customer meets the bottom of that slide l


Your Employees Meet the Slop First
In the last post, I argued that "AI slop" is a signal, not just an insult. I laid out three patterns for how people experience AI inside a product or content stream: Invisible Assistance, Visible Augmentation, and Slop. And I promised to come back and expand them. Here's the twist I saved for this one. When people talk about these patterns, they picture customers. The user staring at the feed. The reader reaching for the report button. The audience that can smell a machine-wr


When Your Audience Names the Problem, That's the Signal
LinkedIn just added a "Seems like AI slop" button. Think about what that admission actually contains. A platform built on professional self-presentation, owned by Microsoft, deeply invested in the AI moment, looked at its own feed and decided it needed a formal mechanism for users to say this feels fake. Its chief product officer said the company blocks hundreds of thousands of automated slop comments a day and has stopped billions of automation attempts in a matter of months
Product Craft & Patterns


Employee Experience Doesn't Break. It Drifts.
Most leaders think employee experience is a state. Good or bad. Healthy or toxic. A number on an engagement survey that either clears the bar or doesn't. That's the wrong model. Employee experience is not a state. It's a slope. It drifts. Slowly, quietly, and mostly out of view — until one day the work is worse, the people are tired, and nobody can point to the moment it went sideways. There wasn't a moment. There was a slide. And the customer meets the bottom of that slide l
4 days ago6 min read


Your Employees Meet the Slop First
In the last post, I argued that "AI slop" is a signal, not just an insult. I laid out three patterns for how people experience AI inside a product or content stream: Invisible Assistance, Visible Augmentation, and Slop. And I promised to come back and expand them. Here's the twist I saved for this one. When people talk about these patterns, they picture customers. The user staring at the feed. The reader reaching for the report button. The audience that can smell a machine-wr
5 days ago7 min read
Organizational Systems


Employee Experience Doesn't Break. It Drifts.
Most leaders think employee experience is a state. Good or bad. Healthy or toxic. A number on an engagement survey that either clears the bar or doesn't. That's the wrong model. Employee experience is not a state. It's a slope. It drifts. Slowly, quietly, and mostly out of view — until one day the work is worse, the people are tired, and nobody can point to the moment it went sideways. There wasn't a moment. There was a slide. And the customer meets the bottom of that slide l


Your Employees Meet the Slop First
In the last post, I argued that "AI slop" is a signal, not just an insult. I laid out three patterns for how people experience AI inside a product or content stream: Invisible Assistance, Visible Augmentation, and Slop. And I promised to come back and expand them. Here's the twist I saved for this one. When people talk about these patterns, they picture customers. The user staring at the feed. The reader reaching for the report button. The audience that can smell a machine-wr


When Your Audience Names the Problem, That's the Signal
LinkedIn just added a "Seems like AI slop" button. Think about what that admission actually contains. A platform built on professional self-presentation, owned by Microsoft, deeply invested in the AI moment, looked at its own feed and decided it needed a formal mechanism for users to say this feels fake. Its chief product officer said the company blocks hundreds of thousands of automated slop comments a day and has stopped billions of automation attempts in a matter of months
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