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carlsz.dev Main Feed · Apr 17, 2026

Welcome to the age of the Slop Fork

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As AI makes cloning software nearly free, UX leverage moves entirely to authoring the specifications and verification suites that guide the machine.

In a recent essay, Google engineer Michael Bleigh identifies a fascinating new reality in software creation: the rise of the "Slop Fork". Historically, the immense manual effort required to build and harden a complex codebase created a natural, durable moat against competitors. Today, AI is completely altering that equation.

As Bleigh observes about the new economics of AI-assisted cloning:

"We are entering the age of the Slop Fork. Any software with robust tests / verification specs is clonable (in the same or another language, with the same or altered requirements) by an engineer coaxing along an agent for a week or two."

For UX and product leaders, this phenomenon reinforces an empowering truth: the mechanical implementation of software is becoming highly commoditized. If an AI agent can clone an entire product simply by reverse-engineering its test suite, then our strategic leverage has fundamentally shifted upward. To thrive in this new landscape, we get to transition from crafting static artifacts to practicing rigorous Intent Architecture. In an era where building the software is incredibly fast and cheap, our greatest competitive advantage is the quality, empathy, precision, and depth of our specifications.

Read on mbleigh.dev

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