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Elijah Potter's Blog

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My Superpower πŸ”—

My Superpower In high school, I was an insatiable consumer of science fiction. In hindsight, it is unbelievable how much time I spent reading instead [...]

Do Not Write with an LLM πŸ”—

Do Not Write with an LLM A Growing Trend I have been seeing an increasingly prevalent trend of people showing up in online spaces proudly flaunting th [...]

Refactoring Slop πŸ”—

Refactoring Slop The term "slop" is rapidly entering the conventional English lexicon. In fact, it was Merriam Webster's Word Of the Year for 2025. It [...]

LaTeX Support Is Coming to Harper πŸ”—

LaTeX Support Is Coming to Harper It's been a long time coming, which is why I'm thrilled to say that Harper will soon support LaTeX. This is somethin [...]

Building Software That Is Good for Humans πŸ”—

Building Software That Is Good for Humans Earlier today, the European Commission released a report detailing their initial findings that TikTok's core [...]

Training a Small Language Model πŸ”—

Training a Small Language Model TL;DR: I've built and trained an extremely small language model from scratch, specifically designed for short-form sen [...]

Writing in Visual Studio Code πŸ”—

Writing in Visual Studio Code I write this blog in Neovim, and I'm aware of a good number of other nerds who do the same. I suppose I never considered [...]

Finding the Active Voice πŸ”—

Finding the Active Voice Last week, Harper hit a stroke of luck. It was featured on MakeUseOf. The downstream social media posts collectively garnered [...]

Linkarzu: Harper Is Getting Better πŸ”—

Linkarzu: Harper Is Getting Better Linkarzu's recent video about Harper is a great primer on what it can do if you spend a ton of time in Neovim (like [...]

Imagine a Weir Studio πŸ”—

Imagine a Weir Studio This week, I received a message from someone working on a learning management system. Apparently, they use harper.js to do spell [...]

Imagine a Weir Marketplace πŸ”—

Imagine a Weir Marketplace For context, I maintain an open-source grammar checker by the name of Harper. This post is a kind of RFC for a potential im [...]

Someone Remixed Tatum πŸ”—

Someone Remixed Tatum A while back, I wrote a small tool, dubbed "Tatum", for rendering Markdown to HTML for use alongside Neovim. I've continued to u [...]

Projects Using Harper πŸ”—

Some New Projects Are Using Harper I recently did some snooping (through Dependabot) on what open source projects have been using Harper. Since I last [...]

Generating Weir Code with LLMs πŸ”—

Generating Weir Code with LLMs As you know, I've been working on a small programming language called Weir for generating corrections to natural langua [...]

Updates on the Weir Language πŸ”—

Updates on the Weir Language In my last blog post, I described the why, what, and how of the Weir programming language. I suggest you read that first. [...]

Building the Weir Language πŸ”—

Building the Weir Language Most large organizations have a style guide. A document that decides which versions of a linguistic rule to use. That could [...]

Harper Can Apply Titlecase πŸ”—

Harper Can Apply Title Case In case you didn't know: Harper can convert text to title case! This has been around for a long time, but we haven't reall [...]

Harper Turns 1.0 Today πŸ”—

Harper Turns 1.0 Today Today, we published Harper's 1.0.0 release. It's a huge milestone, and in this post I'd like to discuss why it took so long, wh [...]

Quality Requires Visual Design πŸ”—

Quality Requires Visual Design Earlier this week, I was looking through a table of user feedback about Harper. I believe that software should be build [...]

Re: Collaboration Sucks πŸ”—

Re: Collaboration Sucks Earlier this week, I came across a really great post from a product engineer over at PostHog. If you haven't already, I highly [...]

Improving Rust Compile Times by 71 Percent πŸ”—

Improving Rust Compile Times By 71% If you maintain or work on a project in any compiled language, particularly a language that is known for having a [...]

Finding Signal Through the Noise πŸ”—

Finding Signal Through The Noise As the maintainer of Harper, I read through dozens of issues and pull requests per day and countless more per week. T [...]

Avoid Complexity πŸ”—

Avoid Complexity For as long as I can remember, I've told people that the real challenge of software engineering isn't writing code. It isn't document [...]

Using Codex Is a Lot like Baking πŸ”—

Using Codex is a Lot Like Baking The biggest problem with AI programming today is not what I expected a few years ago. I truly didn't believe they wou [...]

My Writing Environment as a Software Engineer πŸ”—

My Writing Environment As a Software Engineer TL;DR: Get a good text editor, and get good at using it. Keep a notepad by your side. Find a quiet place [...]

Brainstorming a Harper Service πŸ”—

Brainstorming a Harper Service SaaS products are all the rage these days. Historically, Harper has positioned itself as local-first, which many often [...]

Improving Harper for Old Laptops πŸ”—

Improving Harper for Old Laptops The most common complaint I’ve been hearing as of late relates to Harper’s performance. I’ve been told that Harper ha [...]

Demos Make Life Worth Living πŸ”—

Demos Make Life Worth Living The initial goal of any greenfield project of mine is to build a working demo. If possible, that demo should run on the w [...]

What We Can Learn from New York City πŸ”—

What We Can Learn from New York City Today marks the end of my first week in New York City. It is an exceptionally active place. Neither the hustle no [...]

The Chrome Extension Supersedes the WordPress Plugin πŸ”—

The Chrome Extension Supersedes the WordPress Plugin Several months ago, I announced the initial version of the Harper WordPress plugin. In the intere [...]

I Spoke at WordCamp U.S. in 2025 πŸ”—

I Spoke at WordCamp U.S. in 2025 I had the incredible opportunity to speak at WordCamp U.S. at Matt's suggestion. I met a number of wonderful, kind, a [...]

The Books I Have Read Since July 2025 πŸ”—

The Books I Have Read Since July of 2025 Whenever I can, I try to stop and reflect. Often it's about my work and the things I can do to continue being [...]

Harper Evolves πŸ”—

Harper Evolves I want you to read that title as literally as possible. Harper is now capable of evolution. This past week, I've been working on a syst [...]

The Art of the Talk πŸ”—

The Art of the Talk I've given dozens of talks over the years, yet I still feel like I have much to learn about public speaking. The act of presenting [...]

Harper in the News πŸ”—

Harper in the News The biggest complaint about Harper is that the quality of grammar checking still needs some work. I've got an exciting new project [...]

Better Interfaces for Grammar Checking πŸ”—

Better UI for Grammar Checking Grammar checking can be cumbersome, especially when its sloth gets in the way of your thinking. That’s part of why so m [...]

Speaking at WordCamp U.S. in 2025 πŸ”—

Speaking at WordCamp U.S. in August I was recently encouraged to submit a talk proposal to the AI track at WordCamp US. I was more than happy to oblig [...]

Why I Talk to Myself πŸ”—

Why I Talk to Myself Each week I sit down and reflect on what I've learned. I think about which of my efforts have helped the Harper endeavor, and whi [...]

Reflections on Expression Rules πŸ”—

Reflections on Expression Rules Just like grammar itself, Harper is rule-based. These rules can be written by human or machine, and usually take the f [...]

Training a Chunker with Burn πŸ”—

Training a Chunker with Burn In a previous post, I detailed how I implemented a basic nominal phrase chunker using Transformation-based learning (not [...]

Writing Good Documentation πŸ”—

Writing Good Documentation I believe that good documentation is more important than ever. In an age where large language models have exceptional conte [...]

Writing an Expression Rule for Harper πŸ”—

Writing an Expression Rule for Harper This is part of a series. Go to the start. Expression rules (or more commonly, ExprLinters) are Harper rules tha [...]

Writing a Phrase Correction for Harper πŸ”—

Writing a Phrase Correction for Harper This is part of a series. Go to the start. There are several ways to add a grammatical rule to Harper. This pos [...]

Writing a Grammatical Rule for Harper πŸ”—

Writing a Grammatical Rule for Harper Harper is a grammar checker that relies on concrete, legible grammatical rules. In doing so, we make Harper's in [...]

Adding a Programming Language to Harper πŸ”—

Adding a Programming Language to Harper When I started the Harper project I knew I wanted to be able to use it for the comments in my code. First, bec [...]

Local-First Software Is Easier to Scale πŸ”—

Local-First Software is Easier to Scale The title of this post is somewhat misleading. Local-first software rarely needs to be scaled at all. Harper r [...]

Code Ages like Milk πŸ”—

Code Ages Like Milk A bold title, no? But it’s true, and it’s something that I (and most other maintainers) have to deal with on a regular basis. Fail [...]

The Books I Have Read Since April 2025 πŸ”—

The Books I Have Read Since April 2025 It has been a slow couple of months for my reading habit. Although, now that I've said that out loud, I realize [...]

Harper for Firefox πŸ”—

Harper for Firefox There's a great deal of overlap between those who use Harper and those who use Firefox. Foremost, they both value privacy. Which is [...]

Refactoring More and Faster πŸ”—

Refactoring More and Faster I've been deep in the refactor rabbit-hole. You knowβ€”that awful (but strangely satisfying) space where the majority of you [...]

More Transformation-Based Learning πŸ”—

Continuations on Transformation-based Learning The most common type of machine learning out there takes the form of some kind of neural network. Inspi [...]

Transformation-Based Learning πŸ”—

Transformation-based Learning for POS Tagging Harper is currently undergoing some pretty radical changes when it comes to its language analysis. These [...]

Quality Is the Most Important Metric πŸ”—

Quality Is the Most Important Metric Harper's Chrome extension continues to come along beautifully. I'm actively working to make it more useful and re [...]

Harper for Firefox Through Spellbolt πŸ”—

Harper in Firefox Through SpellBolt We designed Harper to be the ultimately portable grammar checker, but we're still working on living up to that pro [...]

Integration Testing Thousands of Sites with Playwright πŸ”—

Integration Testing Thousands of Websites with Playwright As I've accounted and discussed in previous posts, one of the hardest problems Harper faces [...]

Bypassing Hallucinations in Llms πŸ”—

Bypassing Hallucinations in LLMs Before I get too deep, I just want to get it out of the way: OpenAI's o3 model is impressive. With its tool use and w [...]

Putting Harper in Your Browser πŸ”—

Putting Harper in Your Browser When our users install Harper, they should expect it to work anywhere they do. Whether they're writing up a blog post i [...]

Always Think of the Hook First πŸ”—

Always Think of the Hook First In his popular book, Outliers, Malcolm Gladwell made the case that there was one number that predicted your skill level [...]

ChatGPT for the Moms πŸ”—

ChatGPT for the Moms My mom is a violently intelligent woman. But she lives in the unfortunate reality of not being a software engineer or mathematici [...]

Status of the Harper Chrome Extension πŸ”—

The Status of the Harper Chrome Extension Elijah! Elijah! When will we have a Chrome extension for Harper? Although it's usually asked with a bit more [...]

Photography as Meditation πŸ”—

Photography as Meditation The goal of meditation is to become more mindful and aware. For me, it is often an attempt to get an appreciation for my sur [...]

The Art of Exception πŸ”—

The Art of Exception English is an area of interest littered with edge cases. In preparation for addressing similar problems in the development of the [...]

On Linkarzu πŸ”—

On Linkarzu's YouTube I consider myself an avid member of the Neovim community. As a whole, they have a great pulse on what a good writing experience [...]

Footguns of the Rust Webassembly Target πŸ”—

Footguns of the Rust WebAssembly Target WebAssemblyβ€”even after several years of standardizationβ€”is still a nascent technology. I've been working with [...]

The Books I Read in February and March 2025 πŸ”—

The Books I Read in February and March 2025 In a world containing TikTok, YouTube and a vast array of other apps that profit off human attention, it t [...]

The One Hard Thing πŸ”—

The One Hard Thing People (myself included) love to make cascading lists of tasks. Actions, each of which are needed to improve a product, release a f [...]

3 Traits of Good Test Suites πŸ”—

3 Traits of Good Test Suites As evidenced by my previous posts on LLM-Assisted Fuzzing, I've been dedicating a lot of my mental bandwidth to maintaini [...]

LLM Assisted Fuzzing πŸ”—

LLM-Assisted Fuzzing: A New Approach to False-Positives Preface: this post was actually written on February 24th, despite being published today. I'd l [...]

Harper Is in Cursor and Visual Studio Code πŸ”—

Harper Is in Cursor and Visual Studio Code Harper is a grammar checker for developers. Its roots are in code editors like Neovim, Helix, Zed, and you [...]

Never Wait πŸ”—

Never Wait Preface: This post is specifically about Pull Requests for Harper. Read the contributor guidelines for a project before opening a PR. I get [...]

Prompting Large Language Models in Bash Scripts πŸ”—

Prompting Large Language Models In Bash Scripts I've been experimenting with using LLMs locally for generating datasets to test Harper against. I migh [...]

A Harper Record πŸ”—

A Harper Record When we started work on harper.js, our goal was simple. We wanted it to take less than 24 hours for a developer to embed high-quality [...]

The Books I Read in January 2025 πŸ”—

The Books I Read in January 2025 I only got to read two full books this month. The first was a short novel by Matt Haig with the title The Midnight Li [...]

Notifications πŸ”—

Notifications I have found that the first couple hours of the day are my most productive. I try to move tedious tasks to later so I can focus on solvi [...]

The Three Steps to an Apology πŸ”—

The Three Steps to an Apology My grandmother is a wonderful woman. She never leaves the house without a least a little bit of purple. Maybe a keychain [...]

The Best 25 Bucks I Ever Spent πŸ”—

The Best 25 Bucks I Ever Spent Earlier this year (I don't remember the exact day or month) I decided, screw it, I'm going to try using a flip phone. F [...]

Why You Need Sccache πŸ”—

Why You Need sccache As the maintainer of a reasonably popular open source project written in Rust, I find myself cloning PRs and swapping between bra [...]

The Best Books I Read This Year πŸ”—

The Best Books I Read This Year This year I've been reading a lot more. Is there a particular reason? Other than simply admiring those that do, no. I [...]

For the Love of Iframes πŸ”—

For The Love of iframes. I adore a good iframe. They're so elegant as a web component. Just expose an endpoint, say https://writewithharper.com/editor [...]

Naming Harper πŸ”—

Naming Harper Someone recently asked me where the name Harper came from. When I first sat down to start work on Harper, I had one goal in mind. I want [...]

The Simplest Neovim Markdown Setup πŸ”—

The Simplest Neovim Markdown Setup I am not one who enjoys complexity. I am also someone who likes to make their own tools. As a student, I write a lo [...]

What Blasterhacks Taught Me About Leadership πŸ”—

What Blasterhacks Taught Me About Leadership The Beginning Although it was several months ago, I remember it like it was yesterday. It was what I woul [...]

The Optimal Workspace πŸ”—

The Optimal Workspace There are a number of grand challenges my generation faces. Some threaten the way we live, like the housing crisis. Others are d [...]

Stupid Simple Spell Check πŸ”—

Stupid-Simple Spell-Check For the last month, I've been spending a lot of time replacing one key component of my writing and programming environment: [...]

Markov Chains Are the Original Language Models πŸ”—

Markov Chains are the Original Language Models Heads Up: This article is a republished (with some tweaks on spelling, grammar and layout) version of a [...]

Building a Software Render Engine from Scratch πŸ”—

How I Built a Software Render Engine from Scratch Heads Up: This article is a republished (with some tweaks on spelling, grammar and layout) version o [...]

The Easiest Way to Run Llms Locally πŸ”—

The Easiest Way to Run LLMs Locally LLMs Unless you've been living under a rock for the past year, you already know what LLMs are. If you do happen to [...]

Do Not Type Your Notes πŸ”—

Do Not Type Your Notes I feel it necessary to make it clear who I am speaking to. First and foremost, I am speaking to anyone who is considering switc [...]

Quantifying Hope on a Global Scale πŸ”—

Quantifying Hope on a Global Scale Hope is a somewhat nebulous word. For some, it is an expectation of what the future will be. For others, it is a go [...]

The Climate Change Progress Bar πŸ”—

The Climate Change Progress Bar The Problem Over the last couple years, I've noticed a growing distinction between two groups of people. On one hand, [...]

A Case for Procrastination πŸ”—

A Case for Procrastination The most valuable, unique aspect of software development is the speed at which we can iterate. Software projects that don't [...]

I Designed My Own Pen Plotter πŸ”—

How I Designed (and built) My Own Pen Plotter For the last few months, after reading Preslav Rachev's book Generative Art in Go, I have been playing a [...]

3 Awesome Ways Computers Generate Randomness πŸ”—

What Is Randomness? In case you were born yesterday, let's go over it. Randomness is, at the most basic level, something that cannot be predicted. In [...]

Build a Wordle Solver Using Rust πŸ”—

Build a Wordle Solver Using Rust The Game Wordle is a relatively simple game. If you have ever played Mastermind, it should sound familiar. The goal i [...]

Why Rust May Be More Attractive than JavaScript πŸ”—

Why Rust Might Attract More Developers Than Java and JavaScript Rust is undeniably a greatly appreciated language, after all, it has placed as "#1 Mos [...]

How to Write a Discord Bot in Rust πŸ”—

How to Write a Discord Bot in Rust Discord is an instant message platform with more than 150 million monthly active users. The main appeal seems to a [...]