Nye’s Digital Lab is a weekly scribble on creativity in the age of rapid change.

This week I'm studying Ukrainian Drone Development, and how rapid learning is life or death.

Oleksandr Kamyshin is Ukraine President Zelensky’s adviser on strategic affairs. He doesn’t look like a general. With a pony tail like that, you’d think he’d be in a game dev program.

He was a finance guy. He ran a railway. Then Zelensky handed him the task of rebuilding Ukraine’s defense industry from nothing. He did it. A sixfold production increase in eighteen months, 500 drone companies where seven existed before.

How did he do this?

“Three years ago, we would not produce so much. Now we have learned.”

Not built. Not funded. Learned.

Ukraine did not win this technological race by outspending Russia. They won it by building an organization that could absorb failure, update faster than the enemy could counter, and compound that advantage over time. A finance guy figured out that the weapon is not the drone.

The weapon … is the learning system behind the drone.

We are all, now, in that situation. The question Kamyshin was actually answering, is the same question every organization is sitting with right now:

what does it mean to be intelligent when the environment is moving faster than your knowledge?

According to analysts at the Royal United Services Institute, the technology adaptation cycle on the Ukrainian battlefield used to run approximately six weeks. Six weeks from a new Ukrainian innovation appearing to Russia developing a meaningful counter. By late 2024, Russian forces had compressed that to two or three days for some categories.

Two to three days.

A nation-state military identifying a new weapon, analyzing it, and deploying a counter. This is inside a long weekend.

And Ukraine still maintained a 3-to-6-month lead the entire time.

Think about what that requires. The adversary is learning at a pace most companies and universities would consider impossible. And you are still ahead. Not because you have more money or more people. You are ahead because the loop between the person who encounters the problem and the person who can change the system is as short as it can possibly be.

Kamyshin described it to NPR as:

“a constant war of innovations and technologies.

Once you’ve got a technology, the other side tries to counter it. Then you have to find another solution, and the other side tries to counter that.”

This is what I was circling in my essay on Mission Command. The Mongols didn’t beat larger armies with better weapons. They beat them by making decisions faster at every level. Toyota didn’t beat Ford by running the line faster. They built a culture of kaizen, where every worker could stop the line, surface a problem, and fix it at the source. Ukraine is running the same logic at national scale, and under fire, against a militarily superior adversary, and yet… winning on the speed of the feedback loop alone.

The battlefield became a kaizen loop. Most environments are not battlefields. But the principle doesn’t care.

The interceptor drone is the proof of concept of Ukraine’s rapid learning system.

Ukraine now takes down over 90% of incoming Shahed drones. The interceptors they built cost between $2,000 and $5,000 each. The Shaheds they’re destroying cost between $50,000 and $150,000. That cost ratio came from absorbing 60,000 Shahed strikes over three years and debugging every single failure in live conditions.

You cannot buy that dataset. You earn it by building the system that learns.

Mykhailo Fedorov, who built Ukraine’s drone procurement infrastructure before becoming Defense Minister, turned this into a design principle. He gamified drone performance, rewarding the best units with more resources. He ran After Action Reviews after every mass Russian attack, convening teams to analyze each intercept: what worked, what failed, what changes before the next wave.

One developer he worked with cited Ender’s Game, the Orsen Scott Card novel where children unknowingly pilot drone swarms thinking they’re playing a simulation, as the pedagogical model.

The expertise of this rapid learning loop is now being bid on to assist in the Middle East conflict. The term for this value is Zbroya. Ukrainian for weapon. And the price of access is partnership with the people who learned it the hard way.

As the pressure of the learning loop compounds, only the most valuable activities remain. The customs worth keeping are the ones that generate knowledge and trust. The customs that are likely worth abandoning are the ones that protect process over outcome.

The rapid learning cycle is not a wartime anomaly. It is likely the baseline condition of any field where AI is in the room.

That means we’ll all need to work in learning cycles. Build your system. Shorten the loop.

Make it happen.

Hey! That’s it for this time. I do this every week — if you vibe to the ideas I express, consider subscribing or sharing with friends. If you like tech-detoxing with a book like I do, I crammed some of last year’s best essays into a printed collection.

This essay began with a PBS NewsHour interview that stopped me in my tracks, became a morning walk voice note in Otter.ai, took shape in Obsidian, and was finished in collaboration with Claude Sonnet 4.6.

For more info visit: https://nyewarburton.com

We’ll see you next time.

1. The PBS NewsHour interview with Oleksandr Kamyshin aired March 10, 2026. Correspondent Nick Schifrin. Full transcript and video: https://www.pbs.org/newshour/show/how-ukraine-is-helping-the-u-s-defend-against-irans-drone-attacks

2. Kamyshin’s background and the sixfold production figure: Euromaidan Press (Kamyshin Built Ukraine’s Arsenal Sixfold, August 2025). His quote on the “constant war of innovations” is from WGCU PBS (Ukraine’s DIY Drone Makers, April 2025).

3. The six-week adaptation cycle: CSIS (Technological Evolution on the Battlefield, October 2025), attributed to the Royal United Services Institute. The Russian compression to two to three days and Ukraine’s 3-to-6-month lead: Defense.info (Russian Learning from Ukrainian Drone Warfare, June 2025).

4. Interceptor cost range ($2,000–$5,000) and the 90% Shahed intercept rate: Kamyshin’s PBS NewsHour interview, March 2026. The 60,000 Shahed figure: Kyiv Independent.

5. Fedorov’s gamification program, the Ender’s Game reference, and the After Action Review system: TIME (How Ukraine Gamified Drone Warfare, September 2025) and the Kyiv Independent (First Month as Defense Minister, February 2026).

6. Time pressure and creative output: “The Nonlinear Effect of Time Pressure on Innovation Performance,” Frontiers in Psychology (2022), meta-analysis of 50 samples, N=15,751. Slack resources and complacency: Acar, Tarakci, and van Knippenberg, Journal of Management (2019).