Workflow

Shipping systems, creative process, prompting practice, context control, traffic timing, revision, and production habits.

23 articles

One Eye on Everything

Built Spectral Cyclops because visual regressions are invisible until they're not. It crawls the app, diffs the pixels, and opens the PR. The watcher is where it gets interesting.

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Ship Clean

Twenty apps, one workflow. How to go from idea to shipped open-source tool in a single session — and what to cut before anyone sees it.

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Word for Word

Before vibe coding was a word. Before anyone admitted it out loud. The combination of man and machine is something special and sacred — and the most underrated part of it has nothing to do with output. It's the brainstorm. The stream of consciousness finding its own shape.

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Rewilding

The first cleanup pass killed the AI sludge. Good. It also made some of the archive too polite, too uniform, and too essay-shaped. Rewilding is what happens when you put the teeth, fingerprints, and repo links back.

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Red Teaming Claude for Crypto Recovery

Started with an open-source red team repo. Ended with a rough map of how AI assistants can assemble attacker logic fast if you frame the questions right. The useful version of that is not theft. It is recovery, tracing, evidence handling, and understanding how people actually lose money on-chain.

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Before the Players Do

Playtest disasters are usually already in the build. The only question is whether you find them while they still feel like engineering or after a player turns them into memory.

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Before the Users Do

Ran this audit on the site you're reading. Found 47 issues. 23 critical or high. Here's the full prompt. Copy it. Claude does the work. You fix what it finds.

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Dashboards Are Tactical Displays

The boring log entry is not boring. It is signal inside noise. ggplot2 and Seaborn are not academic tools — they are how you see the heartbeat of a hidden process, the geography of a coordinated attack, the smoothed-over spike of an active exfiltration.

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Why AI Repeats Itself (And How to Red Team Against It)

AI wrote this site. Then repeated itself in 8 articles. Same concepts restated 2-3 times per piece. Not user error. Architecture problem. Transformer models trained on repetitive data create repetitive output. Here's why the loop happens, exact patterns to detect, red team prompting techniques that prevent it.

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Specific Prompting for UI Work

Backend logic tolerates vagueness better than interface work. UI asks for taste, proportion, and exactness. Without that, the model gives you a poster version of what you thought you meant.

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Timing Traffic

Old content is not dead content. Attention moves in waves, and sometimes the smartest move is not to write something new but to wake up something real at the right moment.

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Over One Hundred Books in Ten Months

Pocket Gems taught me AI before the hype. Writing romance erotica for mobile games showed me what collaboration looked like. Then I went rogue. Over 100 books. 10 months. Every genre I could find. This is what systematic creativity looks like when you stop asking permission and start building.

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