imadestuff.com

Building a Robot That Plays Go

Fri, 31 Jul 2026 10:00:00 -0700

I’m building a robot that plays the board game Go on KGS (the Kiseido Go Server). It will use KataGo as the analysis engine so it plays at a very high level, and I’m writing the glue in Python.

This project is in early planning. More to come as I build it.

What I Actually Think About AI

Fri, 31 Jul 2026 09:00:00 -0700

I use AI tools every day. Kiro writes code for me. I use it to organize my email, build projects, and scaffold blog posts. But I draw a line at having it think for me.

AI is a power tool. It’s a table saw, not a carpenter. The interesting decisions, the creative choices, the opinions in these blog posts, those are mine. The formatting, the boilerplate, the grunt work of turning ideas into deployed software, that’s where AI earns its keep.

Regression Analysis from Scratch

Fri, 31 Jul 2026 08:00:00 -0700

I have a regression analysis project where I’m implementing the math from scratch rather than calling a library function. The goal is to understand what’s actually happening inside sklearn.linear_model.LinearRegression() before I use it as a black box.

This post is coming soon. It will cover least squares, the normal equation, gradient descent, and polynomial regression, all in raw numpy.

Non-Symmetrical Dice: When Fairness Gets Weird

Fri, 31 Jul 2026 07:00:00 -0700

A fair die doesn’t have to be a cube. A fair die just needs each face to have equal probability of landing face-up. But how do you build one that isn’t symmetric?

I’ve been exploring this question computationally. The project is at early stage but the results are already counterintuitive. More details coming as I work through the geometry and the simulations.

Where Creativity Lives in Mathematics

Thu, 30 Jul 2026 10:00:00 -0700

Around 2004, during college, my mom told me that mathematics was creative.

She was a watercolor artist. She understood creativity as something you could point at: the choice of color, the decision to leave white space, the moment you stop adding paint. So when she said math was creative too, I took it seriously. But I couldn’t think of a good example. Math felt mechanical to me at the time. You follow the steps, you get the answer. Where’s the creativity in that?

256 Universes in One Byte: Exploring 1D Cellular Automata

Wed, 29 Jul 2026 18:00:00 -0700

A row of cells. Each cell is either on or off. Every generation, each cell looks at itself and its two neighbors, then follows a rule to decide what it becomes next. That’s it. That’s the whole system.

From this absurdly simple setup, you get chaos, fractals, traffic jams, and even a system capable of computing anything a laptop can compute. All from one byte of information.

How It Works

The neighborhood is three cells wide: left, center, right. Since each cell can be 0 or 1, there are 2^3 = 8 possible patterns. A rule assigns an output (0 or 1) to each pattern. Eight binary choices = one byte = a number from 0 to 255.

Try My Physics Simulations: Live in Your Browser

Wed, 29 Jul 2026 12:00:00 -0700

I built a physics simulation library that models springs, pendulums, epidemics, gravity, and more. The simulations run locally with matplotlib, but you can also explore them interactively through Jupyter notebooks, no install required.

Click any button below to launch a live notebook in your browser via Binder. It takes about 30-60 seconds to spin up the first time (it’s building a fresh Python environment from my GitHub repo), then you’re in a full Jupyter session where you can run cells, tweak parameters, and see the results.

What Happens After You Submit Your First Pull Requests

Mon, 13 Jul 2026 12:00:00 -0700

A few days ago I submitted 10 pull requests to 7 different open source repos. I’d never done a PR before that day. Today I checked back on all of them and learned that submitting is the easy part. What happens next is where the real lessons are.

The Scorecard

Out of 10 PRs:

1 merged (Sentinel-AI, docs cleanup)
3 closed without merging
6 still waiting

That’s a 25% merge rate on decided PRs. Sounds low but it’s actually normal for someone doing rapid-fire first contributions. Here’s why the three got closed, and what each taught me.

I Built an Open Source Contribution Toolkit in 57 Tokens, Then Submitted 7 PRs in One Session

Thu, 09 Jul 2026 12:00:00 -0700

I’m a beginner programmer. I know what loops do, I can read Python, and I’ve done basic git pushes and pulls. But I’d never submitted a pull request. I didn’t even know what a PR was a few hours ago.

Now I have 7 pull requests across 3 different repos, including a bug fix in a famous 3,259-star chess engine, and a fully tested toolkit that helps anyone find and contribute to open source projects.

Building a 6502 Simulator in Python (Part 2)

Wed, 08 Jul 2026 12:00:00 -0700

From a 12-instruction teaching CPU to a full MOS 6502 emulator, inspired by Ben Eater’s breadboard projects.

Why the 6502?

The MOS 6502 is the processor that defined home computing in the late 1970s and early 1980s. It ran the Apple II, the Commodore 64, the Atari 2600, and the Nintendo Entertainment System. It powered the first affordable personal computers and launched an industry.

What makes it perfect for a simulator project:

Building a CPU Simulator in College (Part 1)

Tue, 07 Jul 2026 14:00:00 -0700

The original MM1 processor simulator: a custom instruction set architecture built in Python as a student.

The Assignment

In 2004, week 5 of the Modeling Motion program introduced something unexpected: we weren’t simulating springs or epidemics anymore. We were building a computer from scratch, in software.

The assignment was to implement a simple processor simulator. Not a real CPU architecture like x86 or ARM, but a custom one designed for teaching: the MM1 (Modeling Motion 1). It had 8 registers, 64 words of memory, a 12-bit instruction format, and just enough instructions to write meaningful programs.

Rendering a 3D Rubik's Cube with Matplotlib

Tue, 07 Jul 2026 12:00:00 -0700

How to draw a fully interactive Rubik’s cube using Poly3DCollection, handle keyboard events for face rotations, and integrate the Kociemba two-phase solver.

Why Matplotlib for a Rubik’s Cube?

Rubik’s cube visualizations typically use OpenGL, Three.js, or a game engine. Using matplotlib’s mpl_toolkits.mplot3d is unconventional. It’s designed for scientific plotting, not real-time 3D interaction. But it has one huge advantage: zero dependencies beyond what you already have for data visualization. No WebGL, no GPU shaders, no build pipeline. Just pip install matplotlib and you have a working 3D cube.

Building a Physics Simulation Engine in Python

Mon, 06 Jul 2026 12:00:00 -0700

How the physics_modeling package is architected: base classes, numerical integrators, separation of physics from visualization, and property-based testing.

The Core Abstraction

Every physics simulation answers the same question: given a system’s current state, what is its state at the next instant? Whether you’re modeling a spring, an epidemic, or a galaxy of gravitating bodies, the computation follows one pattern: compute derivatives, advance time, repeat.

The physics_modeling package encodes this pattern in a Simulation base class:

Modernizing Legacy Code: From 2004 VPython to Python 3.14

Sun, 05 Jul 2026 12:00:00 -0700

Taking old college physics simulations written twenty years ago and getting them running on modern Python.

The Time Capsule

In 2004, I was a student at The Evergreen State College in a program called Modeling Motion. We wrote Python simulations of physics phenomena (springs, gravity, epidemics, particle collisions) using a library called VPython. I was learning physics and programming simultaneously, translating equations of motion into running code for the first time.

Play Space MUD: A Free Browser Game

Wed, 01 Jul 2026 14:00:00 -0500

I made a game. It’s free, it runs in your browser, and you can play it right now:

play.imadestuff.com:4001

No download. No account creation on some third-party platform. You open the link, make a character name and password, and you’re in.

What It Is

Space MUD is a text-based multiplayer game. You type commands, read descriptions, and explore a derelict space station. Think of it like a collaborative fiction that you interact with by typing things like look, north, attack drone, or repair reactor.

Building Space MUD: A Text Game About Robots on a Space Station

Wed, 01 Jul 2026 12:00:00 -0500

The premise is simple: you wake up on a broken space station. You don’t remember anything. You start exploring, picking up items, talking to other units, repairing systems. And at some point it clicks: you’re not a person. You’re a robot. The whole game uses mechanical language from the start. Your health is “integrity.” You don’t sleep, you go idle. When you die, it’s an “emergency reboot.” The station doesn’t call you a crew member. It calls you a unit.

Hosting a MUD on AWS for $10/Month

Wed, 01 Jul 2026 10:00:00 -0500

A MUD needs to be online 24/7. Players log in at weird hours. The server has to just be there, quietly running, handling connections from whoever shows up. I didn’t want to babysit it. I wanted to set it up once and forget about it.

Here’s how I got Space MUD running on AWS for roughly $10/month, and what I’d do differently next time.

The Setup

The game runs on Evennia, a Python MUD framework that gives you a telnet server and a web client out of the box. It uses Django under the hood, stores everything in SQLite by default, and daemonizes itself so it keeps running after you close your SSH session. For a small MUD, it’s the right tool.

Building a Computer on Breadboards (Ben Eater Project, Log 1)

Tue, 30 Jun 2026 22:00:00 -0700

I’m building a computer. Not assembling one with a screwdriver, but building one from logic chips and wire, on breadboards, following Ben Eater’s legendary project series. First up: the clock module. Here’s log one, backwards chip and all.

Kiro Steering Docs vs Skills: When to Use Which

Tue, 30 Jun 2026 20:42:00 -0700

I just spent the evening setting up my blog’s deployment workflow in Kiro, and at the end I had a choice: do I save this as a steering doc or a skill? They both let you give Kiro persistent context, but they work differently and solve different problems.

Here’s how I think about it after going through the decision myself.

What steering docs do

A steering doc is a markdown file that lives in .kiro/steering/. It’s essentially a note you leave for future Kiro conversations: “here’s how this project works, here’s what to keep in mind.”

How I Put This Blog on the Internet with AWS

Tue, 30 Jun 2026 13:00:00 -0700

When I built this blog, getting it running on my own computer was the easy part. Run one command, open a browser, done. The part that felt like a mountain was the next question: how do you take a folder of files on your laptop and turn it into a real website that anyone in the world can visit?

This post is the walkthrough I wish I’d had. No prior cloud experience needed. If you already know your way around DNS and S3, you can skim the steps and grab the Namecheap-specific gotchas. If you’re newer, I’ve linked out to deeper explainers at each tricky part so you can actually understand what you’re doing, not just copy commands. That’s the whole spirit of this blog: do it yourself, and learn how it works while you’re at it.