A request to replace Super Mario World's fire flower became a native Mac build with a pump-action shotgun, shell ejection, blood particles, and Super Saiyan star power with chargeable ki waves.

Mario Has a Shotgun Now

prose

Training juniors can pay for the employer. A retained-contribution model and a two-company game separate private returns from industry underinvestment.

Is Training Junior Engineers Actually Worth It

monday sells prompt-built applications while excluding primarily vibe-coded Marketplace submissions. Its own policies leave developers with a double standard.

monday.com Sells Vibe Coding and Rejects Vibe Coded Marketplace Apps

Atlassian standard Marketplace billing counts the whole instance. A specialist tool can acquire an organization-wide denominator.

Why Does a Jira App for Ten People Need a License for Everyone

A working TypeScript-to-Rust proof of concept generates inputs and executes both implementations to confirm supported behavioral differences.

Your AI Rewrote the Code and the Behavior Still Needs Checking

Beer maps, poetry scoring and chess games reveal why a directory installation bucket tells us less than a product story.

The WordPress Plugins Almost Nobody Uses Are More Interesting Than You Think

Four named winners from pinned directory metadata, including a 2004 update and a thirty-thousand-install shortcode utility.

The WordPress Raspberry Awards Have Winners

A dated public census shows half the observed listings without a recorded update for more than 730 days. Installation-weighted use tells a different story.

Half the WordPress Directory Has Gone Two Years Without an Update

PyGameBoy reverses recorded hardware changes and replays a frame to reconstruct its pixels. The interesting work is deciding which state must survive, which output can be rebuilt, and how to prove the restored machine follows the same future.

Rewinding an Emulated CPU and Rebuilding the Screen

A tabletop saving throw makes a small but important distinction visible. The language model tells the story, and a separate tool rolls the dice.

Who Rolled the Die?

Checking pull requests against 52,000 lines of global corporate policy in real time, through an MCP server with three simple questions.

52,000 Lines Of Policy In A Code Review

Ten popular WordPress plugins illustrate why a default stack needs actual requirements. Published capabilities support a conditional critique.

Ten Popular WordPress Plugins That Need a Reason to Be in Your Stack

Workplace records carry institutional authority. Their credibility depends on preserving context, distinguishing disagreement from refusal, and remaining open to correction.

The Official Version

Producing roughly half a team's output while work takes five weeks to ship raises an uncomfortable question about capacity, coordination, and the career incentives to slow down.

When Producing Less Starts to Look Like Career Advice

Human oversight requires evidence, authority and capacity. An approval button alone cannot establish control over an automated decision.

Human Intervention Is an Exception Handler and Approval Is Not Enough

Executable business rules need versions, evidence, ownership and recovery plans because changing software can change what an organization permits.

Organizations Are Becoming Software and Their Rules Need Versions

A one-person business depends on completed workflows, bounded authority and available human attention, rather than a virtual management hierarchy.

The One Person Company Does Not Need Virtual Employees

AI executives copy the shape of a human organization. Events, state, policies and explicit authority provide a more useful starting point.

Your AI Company Doesn't Need an Org Chart

Founder stories suggest hypotheses. Comparable failures, decision quality and the missing denominator determine how much we can learn.

Startup Advice Needs Evidence From Failures

An empirical investigation into the C-API compatibility tax, the 1000x performance drain of legacy design, and how cleanroom synthesis achieves native speed for scalar emulation workloads.

The Compatibility Paradox: Technical Debt, C-API emulation, and pushing Python to the Limit

A technical evaluation of compiling PHP 8.4 to a high-performance, register-cached, safe interpreted virtual machine with peephole fusions.

RustPHP: A Standalone PHP 8.4 Engine in 100% Safe Rust

GBPython puts a persistent Python REPL inside a Nintendo Game Boy ROM, using banked cartridge memory for syntax trees and objects, integer arithmetic for floating point, and PyGameBoy as its test machine.

GBPython: Python In A Game Boy

Game Boy Color support turned one monochrome framebuffer into a hardware-model problem involving banked memory, tile attributes, palette RAM, DMA, double speed, boot state, and visual conformance.

PyGameBoy In Color

A project note on publishing obscuretone from an IDE with Markdown, Git, a Next.js static export, GitHub Actions, GitHub Pages, and a custom domain.

The IDE Is The CMS

For every resume rule, there exists an equal and opposite recruiter. AI should turn resume and job snapshots into a traceable professional evidence record instead of pretending it can discover the perfect format.

Newton's Third Law Of Recruiting

A professional Python contract and a Game Boy emulator can both disappear when a hiring system only recognizes experience from the approved kind of employment record.

The Emulator Does Not Count

Obscuretone Test ROM is a cartridge-shaped integration test for Game Boy emulators, with visible progress, a versioned serial protocol, reproducible artifacts, and a coverage ledger that refuses to forget an opcode.

OTR: The Test ROM That Talks

Every sprint team I have joined eventually admitted that work arrives continuously. The fair contest between Scrum and Kanban is decided by which model survives contact with that reality.

Every Sprint Becomes Kanban

From a crackling Tetris pause screen to an ultrasonic pulse that folded into audible range. Debugging PyGameBoy through its sound registers, sampled waveforms, and live playback.

The AI Couldn't Hear The Bug

A dishwasher detergent became an unexpected lesson in how companies design artificial product tiers, where the cheapest option exists less to satisfy customers than to persuade them to buy the next model up.

Finish Powder Shouldn't Exist

I thought I was writing a declaration of apostasy. Instead, I discovered I was trying to answer a much older question about identity, consent, and the importance of describing reality as accurately as possible.

On Consent And Identity

Agile and communism share an implementation failure: people adopt the language, preserve the hierarchy, and blame the idea after refusing to redistribute power.

Agile Has Never Been Tried

As AI absorbs more work, institutions will still need a person-shaped place to put responsibility. The last durable human job may not be creativity or judgment. It may be blame.

The Last Human Job Is Blame

The Mythos episode shows how frontier capability can separate from public access. If competing labs reach the same risk boundary, price, usability, and safeguards become more important than benchmark leadership.

Glass Ceiling

Canadian government looks strange because it is a working legacy system: old interfaces, ceremonial dependencies, undocumented conventions, and terrifying migration risk.

Canada Is A Legacy System

Hiring starts by compressing people and work into tiny artifacts, then pretends the artifacts contain enough signal to make confident decisions.

Hiring Is Lossy Compression

The Crown is symbolically enormous, constitutionally important, and in ordinary legislative processing behaves like a service dependency expected to return assent.

My Cat Could Be The Crown

Hiring behaves like a badly replicated distributed system: postings, recruiters, candidates, managers, budgets, and ATS records all drift out of sync, and candidates pay for the inconsistency.

The Job Market Is Eventually Consistent

A project note on Nira, a local issue tracker built around a CLI for automation and agents, a web UI for humans, and SQLite state stored with the workspace.

Nira: The Local Issue Tracker

PyGameBoy began as an experiment in making a Game Boy emulator fast enough in CPython. It became a study in proving that the assembled machine behaves like the hardware.

PyGameBoy Passes The Cartridge Test

A project note on a small Linux PAM module that checks system uptime as a narrow authentication control for physical-access scenarios.

Uptime As Authentication

A project note on using deliberately small todo applications to compare frameworks, persistence models, runtime choices, and architecture tradeoffs.

Why Todo Apps Matter

A project note on implementing the classic XKCD Tasks problem with EXIF parsing, geospatial boundaries, and computer vision classification.

XKCD As A Systems Test

obscuretone is a collection of systems notes, software projects, and essays on reliable systems, practical architecture, AI-assisted workflows, hiring systems, and the organizational incentives around software work.

About

A 2026 retrospective on AI-assisted software development, arguing that cheaper first drafts move the real bottleneck into review, QA, and accountability.

AI Changed The Bar

A thought experiment about an AI sovereign as a harder test of intelligence than conversation alone, especially when faced with novel crises, legitimacy, uncertainty, and moral tradeoffs.

Could AI Govern?

EMH started as an attempt to improve keyword-based first-line screening, then evolved into an evidence-grounded platform for comparing one resume to one job and generating application-specific resume drafts.

EMH: Evidence Before Keywords

This article explains how practical experience, continuous learning, and measurable outcomes can build senior engineering capability outside a traditional degree path.

Evidence Over Credentials

Hiring rejections increasingly behave like silent software failures: candidates invest time, employers provide little signal, and the feedback gap gets worse as application volume rises.

Job Not Found

Measurement is useful until the metric becomes the job. This article looks at handle time, engineering dashboards, OKRs, and return-to-office mandates as examples of numbers replacing judgment.

Pieces Of Flair

This article compares the three pillars of Canadian government to a PID controller and asks what an elected Senate would do to its accumulated state.

Should Canada Elect Senators?

This article looks at how startup success is shaped by execution, timing, capital, regulation, and privilege rather than grit alone.

The Startup Myth

Fast resume screening compresses professional history into a headline, rewarding titles, brand names, and flashy numbers while pushing the real evidence into fine print.

The Ten-Second Resume

Production incidents are a real signal of engineering experience. The useful interview question asks what happened after something broke.

Systems, software,
and stray signal.

Writing

Systems, software,and stray signal.

Writing

Systems, software,
and stray signal.