Recurring Discretion Is a Contradiction

The spark I was listening to Gary Vaynerchuk on The GaryVee Audio Experience, an October 2025 episode about wasting time on people who will never buy from you. He made a comment about bonus structures that stuck with me. His framing was intentionally sharp, but the useful part was underneath the rhetoric: employees often factor the maximum possible bonus into their lives. Once they do, the bonus is no longer experienced as upside. It becomes expected compensation. ...

June 17, 2026 · 3 min · John Schultz

The Report That Covers You

A seller calls a few days after the auction closes. The line of equipment they bought new in 2021 came back at 40 cents on the dollar, and they’re sore. They paid top money for it. They expected more than this. So you do the thing the business trained you to do. You send the marketing report. Look at the reach. Look at the registered bidders, the ad spend, the page views, the email opens. We ran the play. We found the market. ...

June 13, 2026 · 7 min · John Schultz

The Yin and Yang of Governance

If you choose convenience, you decline. That’s a human law. In business, commentary is the ultimate convenience. It is easy to write a forecast, spin a narrative, or make a decision because “it makes sense at the time.” But commentary naturally drifts and flatters us, and human memory decays too quickly to defend the truth. A typo can sit wrong by $1.2M for eleven months because nobody was forced to check the record. ...

June 13, 2026 · 2 min · John Schultz

The Shock Absorber Trap

I was listening to a podcast episode of No Priors recently where Palo Alto Networks CEO Nikesh Arora said something that stopped me. Customer support, he argued, exists because we build bad products. If we build great products, why would we have to have customer support? It’s too complicated, it’s hard to onboard, it’s got too many dials. That’s why it takes so much time to make, and eventually it’s not efficient. ...

June 2, 2026 · 6 min · John Schultz

Cognitive Defense Against Default Drift

When AI commoditizes text generation, the natural gravity of human behavior is “normal drift,” gravitating toward low defaults and “easy peasy chat” while expecting a “silver magic bullet.” To survive this without losing my own original thinking, I’ve realized I cannot rely on self-discipline or raw willpower alone. I need a triple-layered cognitive defense system: The Tactical Defense (The Code Layer): Encoding Socratic pushback, friction, and accountability directly into the custom agentic skills I build. I don’t just open a ChatGPT tab; I build systems designed to actively resist my own laziness. The Contextual Defense (The Data Layer): Operating under the law of reciprocity. Deep sparring requires deep context. If I don’t build a dense, custom vault of actual thinking, the system has no leverage to push back, and the dialogue collapses back to generic out-of-the-box templates. The Meta-Cognitive Defense (The Mindset Layer): Active self-awareness of my own blindness and non-original thinking. Recognizing that I am naturally prone to low-effort defaults, and deliberately hunting for those defaults inside my daily work. Without these layers, I am just defaulting to convenience and calling it innovation. ...

May 27, 2026 · 2 min · John Schultz

Every fee structure has a misalignment baked in

Two observations stacked on the same Friday morning. The first one I’ve lived. Marketing agencies typically charge a percentage of marketing spend as their fee. The agency makes more money when the client spends more money. The incentive is to grow the budget, not the results. I’ve been quietly dismantling that arrangement in our vendor stack for the last couple of years. The second one I heard this morning. Pavel Durov on the Lex Fridman Podcast (#482, Sept. 30, 2025), making the point that drug companies aren’t actually incentivized to find the root-cause cure. They’re incentivized for you to keep taking the drug. Recurring revenue. Maintenance, not resolution. ...

May 15, 2026 · 9 min · John Schultz

Durable Edges

In August 2025 I wrote a thought card about structured data. The argument was simple. Treat your data as a long-lived asset that should be findable by any system, and you build infrastructure that compounds. The card said nothing about agents. I had no idea WebMCP was coming. Six months later, Google announced WebMCP and the agentic web, the standard protocol for AI agents to act on structured web data. A protocol I’d never heard of, designed for a use case I hadn’t predicted. And the platform I’d been building already fit it. Not because I saw the future. Because the principle didn’t depend on seeing the future. ...

May 7, 2026 · 7 min · John Schultz

We Automated Our Entire Marketing Stack With a Single Skill

Grafe Auction runs about 290 auctions a year across 48 states. Each campaign takes 10 to 14 days from start to finish. That’s roughly one new marketing campaign going live every business day. Ad copy, search keywords, geographic targeting, photo selection, platform-specific formatting. Every time. For years, each campaign started the same way: a blank page. Someone opens the lot catalog, scans through it, figures out what’s worth highlighting, writes the ad copy, picks the photos, formats everything for Facebook and Google, selects the target markets. Then does it again tomorrow. And the day after that. ...

April 12, 2026 · 7 min · John Schultz

Acquiring Capability vs. Hiring Headcount

I was working through the details of bringing a small team in-house. Purchase price, salaries, org chart, who reports to whom. Normal acquisition stuff. And I caught myself thinking about it like a hiring decision. How many people, at what cost, doing what work. But we weren’t hiring. We were acquiring. The distinction matters, and I think it matters more in the auction industry than most people realize. When you hire someone, you’re renting their skills for as long as they stay. The moment they leave, whatever wasn’t documented or embedded in a system walks out with them. That’s not cynical, it’s structural. I wrote about this a few weeks ago in a different context: the relationships someone builds on your platform become yours, but the person is always rented. Everyone is. ...

April 9, 2026 · 4 min · John Schultz

Structure Reveals Strategy

The Observation I’ve been keeping notes in this vault for two years. Hundreds of calls, meetings, emails, references, thought cards. All wiki-linked, all tagged, all searchable. I thought the value was in the search. Find the note, read the context, prepare for the call. Then we added community detection. A clustering algorithm that groups nodes by edge density. Nothing fancy. Runs in 50 milliseconds. And suddenly I could see that my vault has 32 natural communities. Association operations is one cluster. State chapters are another. Client work is a third. Thought cards live in their own world, almost entirely disconnected from the operational clusters where the ideas actually apply. ...

April 7, 2026 · 3 min · John Schultz