things i learned

Good Tokens 2026-04-02

2026-04-02

Worth your time

Craft is the Antidote to Slop — Will Manidis is in my internet top 5. I hope I'm not insulting him when I say he has great taste (link: https://minutes.substack.com/p/against-taste)

Backseat Software I am so sick of being interrupted for feedback.

Speed Can Reindustrialize America Austin Vernon is also in my internet top 5.

Fraud Investigation — Shorter patio11: Fraud is a policy choice.

Robot Soldiers Are Reporting for Duty — Armed ground robots serve a fundamentally different purpose than drones. Drones are light artillery — great at inflicting casualties. But the hard problem in warfare is holding terrain, and that's where ground robots start to matter. The Ukraine conflict is making this real fast. See also: NASA's Perseverance Rover Completes First AI-Planned Drive on Mars.

Things I learned

It worked for me

Alpha-Bots — Consistently one of my kids' favorite toys. Most likely to get the 3 and 5 year old playing together for 20+ minutes at a time while I'm not in the room.

No Knead Bread — My friend Chris introduced me to this No Knead Bread recipe late last year and it has quickly become a part of my family's weekly routine. Who knew fresh bread could be this easy?

Good Tokens 2026-01-16

2026-01-16

Worth your time

The Mundanity of Excellence. Excellence is a product of different kinds of work rather than different levels of effort. Technique (how things are done), discipline (doing things correctly, consistently), and attitude (how things are approached) are the things to focus on. “What we call talent is no more than a projected reification of particular things done: hands placed correctly in the water, turns crisply executed, a head held high rather than low in the water.”

“Those of us who retain grand ambitions and high ideals are perhaps to liable to become Casaubonnish, to become like Lydgate, so preoccupied with the dreams of youth and so stung with the perpetual sense of failure as we became assimilated to our lives, that we forgot to do the good that we can do in the time we have to do it in.” — Henry Oliver on Middlemarch

Pluto’s icy mountains..

Georgia is losing its southern drawl. One of my favorite things about attending the University of North Carolina was learning the subtle differences between North Carolina accents, to the point where I could place where you went to high school by how you spoke. They were beautiful and unique.

Musings

“Just slap something on it” — Vincent van Gogh

It should be easier to send gifts to a person having only their phone number.

“If you get mad you will be seen as losing almost-every argument, regardless of what the other person did that led to you getting mad, again excepting really extreme and explicit evidence.” — Uri. I should be forced to reread this once a month.

Things I learned

Just 13% of Gen Z believes that most people can be trusted — Ryan Burge. Surely at some point this has to rebound?

Bing Crosby’s “White Christmas” is the best selling single of all time, which I learned at a BP gas station video ad of all places and confirmed via Wikipedia.

The second fastest growing sector in America between 2019 and 2024 was gambling — Matt Stoller

Good Tokens 2025-12-19

2025-12-18

In case this is the last Good Tokens of the year, have a great holiday season and end of 2025. See you in 2026!

A message from my sponsor

Christmas is just 7 days away. If you’re here, you already know about my dear friend Uri’s hit new game Person Do Thing, but out of love for the game and it’s creator, I have to say one final time, this is a perfect stocking stuffer and a great way to spend time with your friends and family without a screen. Highly recommended!

Worth your time

Human Invariant: “In simple terms, good work gets noticed by everybody who matters.”. On some level, I think this is a useful reduction. At the same time, I also think that HI underates the dance between creators and audiences. Most great things are to some degree co-created. Also, Human Invariant interviews a YouTube screenwriter.

On Bill Snyder’s career at Kansas State.. This level of obsession makes me wonder if I have What It Takes.

I feel I don’t spend enough time thinking about Esmerelda and how ambitious of a project it is.

The story of kelp pots (seed starter pots made from seaweed), a fun story in which I played a small part.

New to me: The Gettier Problem

The Lost Generation. This one is controversial because it deals with race and DEI, but if you can distance yourself from that a little bit, it’s really informative. It made me believe more in the Elite Overproduction Hypothesis.

The story of the fight over Romansch. Particularly enjoyable for me because the Engadin is among my favorite places in the world.

Things I learned

The average boomer will get paid out significantly more in medicare and social security than they paid in taxes — Russ Greene. Soon we’ll need a Boomer Corner.

This was the first year where no Pearl Harbor survivors were able to attend the commemoration ceremony.

Americans drive 3.3 trillion miles each year — Rohit

The EU makes more from fines on US tech companies than it does from taxes on all EU tech companies — David Fant

Lebron James has played against 35% of players in NBA history — CBS Sports. To be fair, he has played in 28% of the league’s seasons. I think this makes him the Queen Elizabeth of athletes.

Musings

I feel like the Grinch saying this, but we’ve got to cut down on the number of special clothing days (e.g., pajama day) that are happening in schools or daycares. All it does is create stress for me as a parent and I don’t get the sense that my kids actually enjoy these. Who is this for?

LLM corner

Some shameless self promotion: The latest episode of —dangerously-skip-permissions: How Penny Schiffer works. Penny is another technical product manager turned AI software developer who I think has really mastered creating with AI.

Dexter, Claude Code for researching stocks.

GenAI created ads outperform human created ads by 19%… unless they are disclosed as created by AI, in which case the performance goes down by 32% — Eric Seufert

The coming AI wildfire.

Dev Browser, a better tool for agents to view local webpages. I can’t wait to play with this one.

Good Tokens 2025-12-05

2025-12-05

Worth your time

Over regulation is hamstringing deep tech innovation. Real specific complaints, not just someone ranting about red tape.

Noah Smith on housing: “The true homeownership rate for Millennials at age 30 is less than 35%; for Gen X it was around 45%, and for Boomers it was almost 50%.” Also Noah on drones and the future of war. Perhaps I need a Noah Smith Corner.

How to get someone to leave a cult. Reminds me of Dr. David Burns’ work on relationships and communication.

There’s less pushback on the building of new housing when it’s beautiful. I definitely see this in Roswell where there is intense, almost blind opposition to building apartments but strong support for mixed use development from the people that are opposing the building of apartments. This paper helps me understand those people better and more graciously.

A long read on what it would take to revitalize the American industrial base.

How penicillin was discovered. It’s more complicated than the story that you’ve heard and yet still somehow increased my belief in the value of unguided experiments (play).

The Psychology of Clickbait

Things I learned

Extinction rates seem to be slowing across plant and animal groups — University of Arizona

New York, LA, Chicago, and Boston have all seen a more than 30% decline in the number of children under 5 living there in the past 20 years — Bobby Fijan

33% of Oregon public school students are chronically absent (missing more than 17 days in a school year) — Oregon Live. What are we doing here people?

Girls are now less likely than boys to say that they want to get married; the percentage of girls who say they want to get married has fallen from 83% to 61% since 1993 — American Storylines. Tons of other interesting information in here about the perceptions and realities of marriage. Also this anecdata:

To start off our conversation, I asked participants to raise their hands if their parents had ever talked with them about the importance of getting a good education and pursuing a rewarding career. Every single hand shot up. The response was identical in both the male and female groups. I then asked whether their families had stressed the importance of finding a partner or starting a family. No one raised their hand.

LLM Corner

Nano Banana can make beautiful charts. I can’t wait to have an excuse to use this.

Lessons on designing AI agents

Meta: How I track things I learned

2025-12-04

In response to my 2025 Things I learned post, my friend Mark tells me “You should do a meta post on how you come up with this list.”

Frequent readers of this blog probably know the answer to this already, but I’ll spell it out in more detail here. I’ve been very influenced by my friend / mentor Alex Komoroske who has an essential google doc called Bits & Bobs.

I more or less have copied what he does but adapted it for who I am and what I’m interested in.

Thought the week each week I keep a running note in Bear called Good Tokens YYYY-MM-DD.

I throw things in here throughout my day: links I like, observations, ideas baked and unbaked.

On Thursdays or Fridays, I go through and I process through that list. About 75% of it ends up as my weekly Good Tokens post and the rest of it gets sorted somewhere else or thrown out and then I post it to my blog here.

Whenever I post something, I have OpenAI tag it for me. Then starting about November 1st, I start going back through and looking at the posts tagged things I learned.

I dump all of these into a doc in chronological order and then start cleaning up the formatting and reading through them. As I do that, I start to see themes and then group and regroup them until I’ve got the post. I am to put it out more or less on December 1st.

Perhaps a better question would be why I do this. One answer is that I enjoy it. Another is that I really do find that it builds a habit for me of looking out into the world and considering it. A third is that it has helped me crystalize what I’m uniquely interested in and where I want to spend my time — which is a funny thing to say considering how weird and wide ranging these posts are, but the act of reflecting on it on a weekly basis does help me see patterns. A final reason is that I do think that the creative act is contagious. Like running, the hardest step is the first one and so having a habit of creation keeps me in the flow.