Categories
Artificial Intelligence Conferences Programming What I’m Up To

I’m the opening musical act at the Arc of AI conference!

Here’s another way that Arc of AI is going to be an AI conference unlike any other: it’s going to have an opening musical act, namely…me!

Arc of AI organizer Dr. Venkat Subramaniam sent me a very nice email inviting me to help out with the after-dinner conference kickoff on Monday, April 17th at 7:00 p.m. with a couple of accordion numbers. I was honored (Dr. Venkat’s kind of a big deal), I’m only too happy to oblige, and I like to think of it as my contribution to “Keep Austin Weird!”

Here’s a sample from the last Collision conference in Toronto:

So in addition to my talk, AEO – Writing Docs and Code for Machines, I’ll have another onstage appearance at Arc of AI.

So far, the second quarter of 2026 is shaping up nicely!


Want to find out more about and register for Arc of AI?

Once again, Arc of AI will take place from Monday, April 13 through Thursday, April 16, with the workshop day taking place on Monday, and the main conference taking place on Tuesday, Wednesday, and Thursday.

Arc of AI tickets are BOGO!

From Arc of AI’s registration page:

You read that right! For each conference ticket you purchase, you get one free ticket. This applies only to conference tickets and not for workshops.

 

Categories
What I’m Up To

Latest updates to my portfolio

I maintain a portfolio of my work on a GitHub page that you can access using these easy-to-remember URLs…

…and I’ve updated it to include some new stuff, because it’s been a pretty busy 2026 so far!

Additions include:

  • My upcoming talk at Arc of AI
  • My work for Hammerspace
  • My March appearance with Cory Doctorow on the This Week in Tech podcast
  • The Surviving Your Layoff talk that I did with Anitra at BSides Tampa 2025
  • A couple of “pretty little ditties” at the end

Check it out!

Categories
Artificial Intelligence Conferences Programming What I’m Up To

My upcoming talk at Arc of AI: AEO – Writing Docs and Code for Machines

Want to go to a real AI conference, packed with real practitioners, in a place where you’ll catch a lot of great talks and plenty of “hallway track” in a fun city?

That conference is Arc of AI, and as of this writing, it’s happening in just under three weeks, from April 13th (if you catch the full-day workshops) or April 14th through 16th.

Better still, I’m giving a brand-new talk, described below:


AEO (AI Engine Optimization): Writing Docs and Code for Machines

SEO is dead for developers. The new workflow for building software has shifted from the Google search bar to the IDE prompt box. When a developer asks an AI agent (which could be Claude, Cursor, or a custom MCP server) to implement a library or secure an API, they’re no longer the primary consumer of your documentation. It’s the LLM now.

If your code, documentation, and reference architectures aren’t optimized for machine ingestion, the AI will hallucinate the implementation, and the developer will blame your product. We’re entering the era of AEO: AI Engine Optimization.

This session covers user-friendly documentation to explore the architectural reality of the “user” being a machine. We’ll dive into the emerging standards recently validated by industry leaders, including the llms.txt proposal and Andrew Ng’s Context-Hub, to show how to provide the “Goldilocks” amount of context to an agent.

We’ll explore:

  • The context budget: How to eliminate “marketing fluff” to save thousands of tokens for actual logic.
  • AST grokking: Structuring Python and JavaScript repositories so AI agents can parse your code’s abstract syntax trees (ASTs) without ambiguity.
  • The machine registry: Implementing the llms.txt standard to ensure your project is accurately indexed in central context hubs.
  • Time-to-Agent-Success (TTAS): A new metric for measuring how quickly a cold AI agent can generate a working, tested pull request for your repository.

Stop writing for the crawler and start writing for the context window. It’s time to ensure that when the robots are asked to build, they choose your stack!


Want to find out more about and register for Arc of AI?

Once again, Arc of AI will take place from Monday, April 13 through Thursday, April 16, with the workshop day taking place on Monday, and the main conference taking place on Tuesday, Wednesday, and Thursday.

Arc of AI tickets are BOGO!

From Arc of AI’s registration page:

You read that right! For each conference ticket you purchase, you get one free ticket. This applies only to conference tickets and not for workshops.

Categories
Artificial Intelligence Conferences Programming What I’m Up To

My favorite talk title from the upcoming Arc of AI conference (April 13 – 16)

From April 13th through 16th — and a couple of days before, because it’s in Austin — I’m going to be at the Arc of AI conference! Over the next little while, I’m going to be posting articles about Arc of AI, in case you’re wondering what the conference is about and whether you should go.

In this article, I’ll talk about my favorite title from all the talks on the Arc of AI agenda.

The talk: We’re all using AI, But We’re Not Enjoying It

When your talk happens on the last time slot at the end of a three-day conference (four days, if you’re also going to do one of the workshops), you need to put in some extra effort to get the attendees to show up and not disappear for the local sights (Arc of AI’s in Austin) or make a beeline for the airport.

Brent Laster, President and Founder of Tech Skills Transformations, is giving a number of talks — and a workshop! — at Arc of AI, and he has one of the closing talks. He has a talk in one of those last speaking slots on the Thursday at 4:00 p.m., and it has what I think is the most interesting title on the agenda:

We’re all using AI, But We’re Not Enjoying It

Here’s the abstract:

We’re All Using AI, But We’re Not Enjoying It takes an honest look at a growing gap in the workplace: AI adoption is skyrocketing, yet frustration, confusion, and uneven results are just as common. This talk explores why AI so often feels harder than it should—poorly integrated tools, unclear workflows, unrealistic expectations, cognitive overload, and the pressure to “keep up.” Looking at patterns seen across teams learning to use AI effectively, we’ll break down the practical barriers that make everyday AI work feel tedious instead of empowering. More importantly, we’ll outline a set of achievable shifts—better task design, lighter mental models, context-first prompting, workflow pairing, and small but meaningful guardrails—that can restore a sense of control and clarity.

I need to figure out how I can attend both Brent’s talk and my former Tucows coworker Leonid Igolnik’s talk (which he’s giving with Baruch Sadogursky), Back to the Future of Software: How to Survive the AI Apocalypse with Tests, Prompts, and Specs

Great Scott! The robots are coming for your job—and this time, they brought unit tests. Join Doc and Marty from the Software Future (Baruch and Leonid) as they race back in time to help you fight the machines using only your domain expertise, a well-structured prompt, and a pinch of Gherkin. This keynote is your survival guide for the AI age: how to close the intent-to-prompt chasm before it swallows your roadmap, how to weaponize the Intent Integrity Chain to steer AI output safely, and why the Art of the Possible is your most powerful resistance tool. Expect:

• Bad puns
• Good tests
• Wild demos

The machines may be fast. But with structure, constraint, and a little time travel, you’ll still be the one writing the future.

Decisions, decisions…

Want to find out more about and register for Arc of AI?

Once again, Arc of AI will take place from Monday, April 13 through Thursday, April 16, with the workshop day taking place on Monday, and the main conference taking place on Tuesday, Wednesday, and Thursday.

Arc of AI tickets are BOGO!

From Arc of AI’s registration page:

You read that right! For each conference ticket you purchase, you get one free ticket. This applies only to conference tickets and not for workshops.

Categories
Artificial Intelligence Games Programming What I’m Up To

“Eternal Grind”: My agentically-coded homage to “Progress Quest”

Feeling nostalgic for the 2000s? Need a little amusement? I’ve got the agentically-coded thing you need: Eternal Grind!

Experience it now! Point your browser at accordionguy.github.io/eternal-grind/, then sit back and enjoy the adventure as the game plays itself for you. No effort required, and no time lost to the grind that other online role-playing games bring.

Screenshot of “Eternal Grind,” later on in the game.
A screenshot of Eternal Grind, later on in the game. Click to view at full size.

Once again, it’s here: accordionguy.github.io/eternal-grind/.

What’s Eternal Grind all about?

Eternal Grind is my version of Progress Quest, a parody of the popular 2000s game (and devourer of nerd lives) EverQuest. Unlike EverQuest, which was a multiplayer, Dungeons and Dragons-inspired role-playing game with a cluttered dashboard that required your full attention…

Screenshot of an Everquest game in progress.
A screenshot from EverQuest. Click to view at full size.

Progress Quest was a zero-player Dungeons and Dragons-inspired role-playing game that required no attention at all. It did keep one key aspect of EverQuest: the with a cluttered dashboard. Here’s a screenshot of the game in all its Windows XP glory:

Screenshot of Progress Quest, a Windows XP game made up entirely of list views and progress bars.
Progress Quest! Click to go to the official Progress Quest site.

Eternal Grind is my homage to Progress Quest. Like Progress Quest, it aims to be the ultimate “zero-player” RPG experience, providing all the dopamine of a legendary quest, but with absolutely none of the effort.

In the spirit of today’s best workflows, Eternal Grind automates the entire heroic journey, from slaying fantastical creatures like Literal Metaphors to hoarding  fabulous artifacts such as the Scissors of Regret.

The game automatically creates characters like Kevin from Accounting (a Low-Carb Orc and Spreadsheet Warrior by trade), after which your only job is to sit back and watch the progress bars fill. It’s a witty, Windows XP styled commentary on the nature of the “grind,” where the numbers always go up, the loot is perpetually absurd, and your lack of agency is the greatest feature of all.

Why are you still reading? Play it now! It’s here: accordionguy.github.io/eternal-grind/.

I built it with Zenflow

There are two notable differences between Eternal Grind and Progress Quest, the game to which it pays homage:

  1. While Progress Quest was a Windows-only desktop game, Eternal Grind is a single-page web game that runs on any device with a browser. Feel free to play it on your internet fridge!
  2. Zencoder logoProgress Quest was written the old-school way: using a programming language — namely, Delphi (Borland’s version of Pascal). Eternal Grind was written the new-school way: agentically, using Zencoder’s Zenflow AI coding tool.

That second point is an important one. Progress Quest was the product of traditional coding: the manual, instruction-based process where the developer acts as both architect and builder, meticulously and painstakingly writing instructions that specify how the program should do its work. Success depends on that developer’s ability to translate complex ideas into perfect syntax.

Eternal Grind is a different beast, since it’s the result of agentic coding, where the approach is intent instead of instruction. Instead of dictating the “how,” I provided a high-level specification — the “what” — to Zenflow, which can autonomously plan, write, and even self-correct the code.

(I’ll include the aforementioned specification at the end of this article.)

When using Zenflow to build Eternal Grind, I was no longer the contractor laying every brick. I was now the supervisor, providing the blueprints and overseeing an AI crew that did the bricklaying.

I plan to keep tweaking Eternal Grind using Zenflow. Be sure to visit its page often!

One more time: Eternal Grind is at accordionguy.github.io/eternal-grind/.

The specification

Eternal Grind started with a specification that I wrote into file named spec.md.  This file served as the definitive “source of truth” that described the kind of application I wanted created. While traditional specs are often treated as a “nice-to-have” for human developers, AI agents needs such a spec to act as a “North Star” as well as to keep them from developing the wrong thing.

By clearly defining the application’s logic, layout, and data in a structured format, I provided Zenflow with the basic context for building Eternal Grind. It turns a vague, hand-wavey request into a structured mission, ensuring that the code generated not only just works, but also provides the application I expected, working in the way I expected.

Here’s the complete specification file I initially wrote:

# Functional Specification: Eternal Grind (ZPRPG)

## 1. Project Overview
"Eternal Grind" is a "Zero-Player RPG" (ZPRPG) inspired by the classic parody *Progress Quest*. The game automates all traditional RPG elements—questing, combat, looting, and leveling. The user's role is purely observational.

---

## 2. UI Layout (Three-Column Dashboard)
The application shall use a fixed-height, full-width dashboard layout using Flexbox or Grid.

### A. Character Sheet (Left Column - 25% Width)
* **Identity:** Displays Character Name (from `NAMES`), Level, Race, and Class.
* **Stats Table:** A vertical list of numerical values for the 10 core stats (e.g., Strength, Existential Dread).
* **Equipment:** A list of 6-10 equipment slots showing absurd gear.
* **Spells/Abilities:** A scrolling list of learned "skills" that grows upon leveling up.

### B. The Engine of Progress (Center Column - 50% Width)
* **Location Header:** Displays the current location from the `LOCATIONS` list.
* **Primary Task Bar:** A large progress bar indicating the current action (e.g., "Contemplating the void").
* **Plot Bar:** A slower-moving bar tracking progress toward the next "Act."
* **Experience Bar:** A bar tracking progress toward the next Level.
* **Portrait:** A central area for a static character icon or simple CSS animation.

### C. Data Feed (Right Column - 25% Width)
* **Inventory (Top Half):** A scrolling list of items collected. Maximum capacity: 15 items.
* **Quest Log (Bottom Half):** A vertical scrolling log of events. It must automatically scroll to the bottom as new lines are appended.

---

## 3. Core Mechanics & Logic

### 3.1 Initialization
When the application starts:
1.  **Name Selection:** A name is chosen randomly from the `NAMES` list and remains permanent.
2.  **Character Build:** A `RACE` and `CLASS` are randomly assigned.
3.  **Starting Stats:** Each stat in the `STATS` list is assigned a random base value between 3 and 18.

### 3.2 The Game Loop
The application runs on a continuous timed loop:
1.  **Questing:** The "Task Bar" fills over a period of 3–8 seconds.
2.  **Completion:** Once the bar hits 100%:
    * A random **Monster** is "defeated."
    * A random **Item** (Adjective + Noun) is added to the Inventory.
    * A line is added to the **Quest Log** (e.g., "Executed a Low-Level Bugbear. Found: Rusty Sock of Mystery").
    * The **Experience Bar** increments.
3.  **Market Mode:** When the Inventory reaches 15 items:
    * The current task changes to "Heading to market to sell junk."
    * After a short delay, the Inventory is cleared and the character returns to questing.
4.  **Leveling Up:** When the Experience Bar reaches 100%:
    * The Character Level increments.
    * A random **Stat** increases by 1.
    * A new **Spell** is randomly selected and added to the spell list.
    * The Experience Bar resets.

---

## 4. Technical Requirements
* **State:** The application must maintain a state object containing the character's profile, stats, inventory list, and log history.
* **Styling:** A "Retro Win95" or "Classic MMO" aesthetic with high-contrast borders.
* **Performance:** The log should prune entries older than 100 lines to maintain performance.

---

## 5. Data Appendix

### Character Names
* Kevin from Accounting, Sir Tap-A-Lot, The Great Barnaby, User_772, Mistake #4, Sir Not-Appearing-In-This-Game, A Literal Bag of Flour, Lord Helvetica, Chadwick the Unready, Karen of the Suburbs, Glitchy McGlitchface, The Placeholder, Grommet the Slightly Agitated, Barb the Librarian, Sir Sells-Everything, Kyle the Monster Energy Enthusiast, Grandmaster Procrastinator, The Unpaid Intern, Sir Buffering..., Standard Hero 01.

### Races
* Sentient Toaster, Depressed Elf, Low-Carb Orc, Middle-Management Dwarf, Glitch in the Matrix, Half-Empty Human, Sentimental Slime, Vague Shadow, Procrastinating Pixie, Bureaucratic Beholder, Existential Ghost.

### Classes
* Spreadsheet Warrior, Chronic Procrastinator, Underpaid Mage, Professional Mourner, Existentialist Rogue, Lunch Knight, Intermittent Faster, Coffee Warlock, Passive-Aggressive Paladin, Technical Support Druid, Tax Accountant.

### Tasks
* Debating a fence post, Polishing a rusty nail, Contemplating the void, Waiting for a sign, Filing a 1040-EZ, Staring into the middle distance, Organizing a sock drawer, Explaining the internet to a rock, Searching for a lost remote, Counting ceiling tiles, Simulating a personality, Buffing out a scratch in reality.

### Locations
* The Forest of Mild Inconvenience, The Cave of Echoing Sighs, Downtown Boredom, The Desert of Dry Humor, Mount Mediocrity, The Swamps of 'I'll Do It Tomorrow', The Suburbs of Despair.

### Item Adjectives
* Dull, Polished, Forbidden, Rusty, Lamentable, Insignificant, Glowing, Slightly Damp, Overpriced, Mediocre, Legendary-ish.

### Item Nouns
* Scissors of Regret, Pebble of Mediocrity, Scone of Power, Lint of Destiny, Paperclip of Hope, Broken Twig, Expired Coupon, Sock of Mystery, Unfinished Novel, Jar of Pickled Thoughts.

### Monsters
* A Literal Metaphor, The Concept of Ennui, A Low-Level Bugbear, An Imaginary Friend, A Confused Salesman, A Dust Bunny of Doom, The Ghost of a Dead Pixel, A Sentient Terms of Service Agreement.

### Spells
* Aggressive Sighing, Metaphysical Poke, Summon Minor Annoyance, Greater Procrastination, Flash of Inadequacy, Power Word: 'Whatever', Cloud of Confusion, Internal Monologue.

### Stats
* Strength, Constitution, Dexterity, Intelligence, Wisdom, Charisma, Patience, Luck, Caffeine Level, Existential Dread.

Zenflow generated the application, and I also had it use a different agent to review its own code.

I ran the application, saw things I wanted changed, and then specified those changes:

Screenshot of one of my interactions with Zenflow while building Eternal Grind
One of my change requests in Zenflow. Click to view at full size.

Zenflow made the changes, then I had the review agent review those changes. This process of refinement continued for a couple more steps, and the result is the game located at accordionguy.github.io/eternal-grind/.

As I mentioned before, Eternal Grind is a work in progress. I’ll continue adding tweaks and improvements using Zenflow. Watch this space!

Find out more

 

Categories
Artificial Intelligence Conferences Programming What I’m Up To

The Arc of AI conference’s workshop day: Monday, April 13, 2026

From April 13th through 16th — and a couple of days before, because it’s in Austin — I’m going to be at the Arc of AI conference! Over the next little while, I’m going to be posting articles about Arc of AI, in case you’re wondering what the conference is about and whether you should go.

In this article, I’ll talk about the workshop day and one of the workshops in particular.

Monday, April 13: The workshop day

Screenshot of the workshops schedule for Arc of AI’s workshop day.
Click to see the workshops at full size.

Prior to the main conference days (Tuesday, April 14 through Thursday, April 16), Arc of AI will hold its Workshop Day on Monday, April 13, where they’ll have six AI workshops:

  • Fundamentals of Software Engineering In the age of AI (Dan Vega and Nathaniel Schutta)
  • Building a Production-Grade RAG Pipeline (Wesley Reisz)
  • AI-Driven API Design (Mike Amundsen)
  • Creating AI Assisted Applications Using LangChain4j (Venkat Subramaniam)
  • Developing AI Applications with Agents, Rag, and MCP using Python (Brent Laster)
  • Tech Leadership in the Time of AI (Brian Sletten)

The Fundamentals of Software Engineering in the Age of AI workshop

One of the workshops I’m interested in is Nathaniel Schutta’s and Dan Vega’s Fundamentals of Software Engineering in the age of AI, which will be based on their recently-published (November 2025) O’Reilly book, Fundamentals of Software Engineering, but with the application of AI.

Here’s an excerpt from their workshop’s abstract:

This intensive workshop bridges the critical gap between what early-career developers learn in formal education and what they need to thrive in professional environments where human expertise and artificial intelligence increasingly collaborate. Based on our book “Fundamentals of Software Engineering,” we guide participants through a comprehensive journey from programmer to well-rounded software engineer equipped to leverage AI tools effectively while maintaining engineering fundamentals.

Participants will develop both technical capabilities and professional skills that remain relevant regardless of changing languages, frameworks, and AI capabilities. Through a balanced mix of conceptual teaching, collaborative discussions, and hands-on exercises with both traditional and AI-assisted approaches, attendees will work on realistic scenarios that reinforce practical application of these fundamental principles while developing discernment about when and how to integrate AI tools into their workflow.

Learnings:

  • Understanding the programmer to engineer transition and mindset shift
  • Developing advanced code reading techniques and comprehension strategies
  • Crafting maintainable, readable code that communicates intent
  • Applying software modeling concepts to visualize and plan complex systems
  • Implementing comprehensive automated testing strategies
  • Effective techniques for working with legacy codebases and existing systems

Benefits:

Students will understand the concepts and how to apply them right now cutting through the hype surrounding AI. With practical tips and guidance, they can jumpstart their use of AI across the software development lifecycle.

Who should attend:

Primarily developers and architects but ultimately anyone that’s struggling to understand how to apply AI to their world today while avoiding the pitfalls and rabbit holes.

I’m intrigued by this workshop, as it’s about the application of AI tools to the way software is built, which is pretty new turf for all of us. When I learned software development, there were already plenty of lessons from decades of developers’ experiences, and in my career, I and the rest of the industry picked up a couple decades’ more tips and tricks. But all that learning is from the “before times.” Right now, we’re not even five years into the post-ChatGPT era, and we’re only beginning to figure out how to write applications in the era of vibe coding (and remember, Andrej Karpathy coined the term barley over a year ago).

Since the workshop is based on the book, this video might give you an idea of what it’ll be like:

Want to find out more about and register for Arc of AI?

Once again, Arc of AI will take place from Monday, April 13 through Thursday, April 16, with the workshop day taking place on Monday, and the main conference taking place on Tuesday, Wednesday, and Thursday.

Arc of AI tickets are BOGO!

From Arc of AI’s registration page:

You read that right! For each conference ticket you purchase, you get one free ticket. This applies only to conference tickets and not for workshops.

 

Categories
Artificial Intelligence Conferences Meetups Programming What I’m Up To

I’m speaking at “Arc of AI” in Austin, Texas — April 13 – 16!

I just got added to the list of speakers who’ll be presenting at the Arc of AI conference, which takes place April 13 – 16 in Austin, Texas!

Arc of AI is the premier AI conference for deep technical talks on everyone’s favorite two-letter field. If you’re one of these kinds of people interested in AI…

  • Software developer
  • Architect
  • Data engineer
  • Technology leader

…and you want to learn the latest strategies, tools, and practices for building AI-powered applications and boosting your development workflows, with AI, this is your conference!

The early bird ticket price is $799, but that lasts only until this Saturday, March 14th. It goes up to $899 until April 4th, after which the price becomes $999.

Tampa Bay AI Meetup is a community partner of Arc of AI, and we can help you save $50 off the ticket price! Just use the discount code TampaBayAIMeetup when checking out.

There’s another way to attend Arc of AI for even less: come to this Thursday’s Tampa Bay AI Meetup, where we’re covering vibe coding, and find out how you can win a ticket to Arc of AI for FREE!

I’ll be writing more about Arc of AI soon — watch this space!