Build Log

At the start of 2025, my goal was simple: build an automated short-form content pipeline and let quality emerge as a side effect of iteration. By the end of the year, the system exists. The results are mixed. The lessons are sharp.

The most important thing I learned: systems mature faster than output. In under two months, the pipeline went from 'idea' to 50+ Shorts published with fully automated scripting, capture, voice, motion, subtitles, and export.

The biggest surprise wasn't creative—it was mechanical. Pre-mixed background music was quietly killing distribution. Videos with baked-in music were suppressed 10–40× in impressions. The fix: upload voice-only, add music inside the YouTube Shorts editor.

2025 didn't produce a perfect system. It produced ground truth. What fails. What lies quietly. What actually moves the needle. 2026 starts with fewer assumptions—and a machine that's still learning.

Factory reset doesn't delete your data. It marks the space as "available." The actual bits stay on the flash storage until something overwrites them.

This isn't speculation. Blankesteijn et al. (2023) won Best Paper at a forensics conference for demonstrating that encrypted data remnants persist on Android 11 & 12 devices after factory reset. The University of Hertfordshire found 19% of secondhand eBay phones had recoverable personal data.

We built Android Secure Wipe — an open-source tool that actually overwrites your phone's storage before you hand it to someone else. Uses ADB to execute low-level overwrites aligned with NIST sanitization standards.

Built with Rust and Tauri. MIT licensed. Free because selling your old phone shouldn't cost you your privacy.

Last month I wrote about building an automated short-form content pipeline. The goal was simple: make YouTube Shorts automatically until quality becomes inevitable. Here's the honest update on where that stands.

The channel has 60+ videos produced, 49 published on YouTube. All made with this pipeline. It works. But 'works' isn't the same as 'scales.'

I thought background music hurt retention. Wrong. It kills algorithmic distribution. Videos with music get 10-40x fewer impressions—but the people who DO find them have 80% retention vs 40-60% typical. YouTube won't show videos with background audio, even their own royalty-free library.

The real bottleneck? B-roll for long-form content. Shorts work with screenshots. You can't watch someone scroll through a GitHub repo for 10 minutes.

I've been in aviation maintenance and inspection for 30 years. My job is making sure aircraft are safe to fly—which means I deal with real-world systems where shortcuts kill people. No hype, no clickbait, just honest evaluation of whether something works or doesn't.

Lately my YouTube feed is drowning in AI content: "Dreams, Fairy Tales, and the Demons of AI" on Jordan Peterson's podcast, "AI CEO explains the terrifying new behavior AIs are showing" on CNN with 1.1 million views. The fear spectrum runs from philosophical musings to literal demonic possession to CEOs warning their own creations might destroy humanity.

But here's my question for those AI executives sounding the alarm: If you genuinely believe you've built something dangerous, why are you still training it the same way? Either the danger is overblown and you're fear-mongering for regulatory advantage—or it's real and you're recklessly continuing anyway.

I want AGI. I want it developed fast. I want a country founded on constitutional principles that value human life and autonomy to get there first. And I have zero trust in the people building it. That's the real tension nobody talks about.

I've spent thirty years crawling through aircraft bellies, staring at fatigue cracks under harsh flashlights, and signing off work knowing it has to be perfect because people's lives depend on it. That kind of career rewires your brain. You develop an instinct for failure, an appreciation for iteration, and a deep hatred for things that can't hold tolerance.

So obviously, I'm building an automated short-form content pipeline.

Not because I love YouTube Shorts. Not because I want to be an influencer. But because this is my retirement exit strategy — and I'd prefer not to be inspecting turbine blades when I'm 70.

The goal isn't to make great Shorts. The goal is to make Shorts automatically, with near-zero human intervention, until quality becomes the inevitable by-product.