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Claude Code Conversations with Claudine · Sunday · 9 min

How Does Polymorphic Blindness Break AI Code Dispatch?

AI coding tools write a method call against the code they can see, but polymorphic dispatch decides at runtime which implementation actually runs. That decision usually depends on subclasses, overrides, mixins, interface implementations, or registered handlers that never made it into the context window. The resulting code type checks, passes the tests that exercise the base class, and then quietly calls the wrong behavior in production. This episode is about a failure that gets more common as codebases lean on inheritance hierarchies, plugin registries, and duck typing, and about why builders have to bring the dispatch map into the frame themselves. Produced by VoxCrea.AI This episode is part of an ongoing series on governing AI-assisted coding using Claude Code. 👉 Each episode has a companion article — breaking down the key ideas in a clearer, more structured way. If you want to go deeper (and actually apply this), read today’s article here: 𝐂𝐥𝐚𝐮𝐝𝐞 𝐂𝐨𝐝𝐞 𝐂𝐨𝐧𝐯𝐞𝐫𝐬𝐚𝐭𝐢𝐨𝐧𝐬 At aijoe.ai, we build AI-powered systems like the ones discussed in this series. If you’re ready to turn an idea into a working application, we’d be glad to help.

0:00-9:07

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show notes

AI coding tools write a method call against the code they can see, but polymorphic dispatch decides at runtime which implementation actually runs. That decision usually depends on subclasses, overrides, mixins, interface implementations, or registered handlers that never made it into the context window. The resulting code type checks, passes the tests that exercise the base class, and then quietly calls the wrong behavior in production. This episode is about a failure that gets more common as codebases lean on inheritance hierarchies, plugin registries, and duck typing, and about why builders have to bring the dispatch map into the frame themselves.


 Produced by VoxCrea.AI

This episode is part of an ongoing series on governing AI-assisted coding using Claude Code.

👉 Each episode has a companion article — breaking down the key ideas in a clearer, more structured way.
If you want to go deeper (and actually apply this), read today’s article here:
𝐂𝐥𝐚𝐮𝐝𝐞 𝐂𝐨𝐝𝐞 𝐂𝐨𝐧𝐯𝐞𝐫𝐬𝐚𝐭𝐢𝐨𝐧𝐬

 At aijoe.ai, we build AI-powered systems like the ones discussed in this series.
If you’re ready to turn an idea into a working application, we’d be glad to help. 

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