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Your AI-written codebase is drifting. Here's how to measure it.

BACKGROUND
1 SIGNALFIRST DETECTED 14 April 2026
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26 May
I scanned 8 popular open source repos with one command. Here's what I found.

<p>I built a CLI that scans codebases — stack detection, dependency mapping, convention analysis, security checks. One command, no config, nothing leaves your machine. I ran it

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2 Apr
Apple Just Killed a $100M Vibe Coding App. Here's the Security Angle Nobody's Talking About.

<p>Last week, Apple removed "Anything" from the App Store. The startup had raised $11M at a $100M valuation. Gone overnight.</p> <p>Replit and Vibecode are also blocked from

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14 May
SaaSpocalypse? Real. SaaS Is Dead? SaaSinine.

<h1> "SaaSpocalypse"? Real. "SaaS Is Dead"? SaaSinine. </h1> <p><strong>$300 billion vanished from software stocks in a week. The market is panicking about the wrong

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4 May
The Model Is the Brain. The Harness Is the Body. Here's Why That Matters

<p><strong>TL;DR:</strong> I built the same browser agent twice — once with 500 lines of Python, once with 7 lines of JSON. The second one took 5 minutes. The agent harness layer

REPORT · HOW · Dev.toOPEN STORY
20 Jun
I built a security scanner for AI-generated code — here's what it found

<p>Vibe coding is everywhere. You prompt Claude or ChatGPT, paste the output, ship it. Fast. But here's the problem nobody talks about: <strong>AI models consistently produce the

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4 May
Your TypeScript Codebase Is Lying to You. Fallow Will Tell You the Truth.

<p>You think your codebase is clean.</p> <p>You're wrong.</p> <p>Somewhere in that repo right now, there are files nobody imports. Functions nobody calls. CSS classes nobody

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28 Apr
I scanned 5 popular OSS repos in 5 minutes. Here's what I found.

<p>Earlier today I shipped <a href="https://depmedicdev-byte.github.io/scan.html" rel="noopener noreferrer"><code>scan.html</code></a>: a one-page in-browser tool that takes any

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22 May
CodeDNA: AI Codebase Archaeologist Built with Gemma 4 Thinking Mode

<blockquote> <p><em>You inherited this codebase 6 months ago. You can feel something went wrong around 2021. Bug reports spiked. Velocity dropped. The original authors left. The

REPORT · HOW · Dev.toOPEN STORY
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