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I built an AI that learns code transformations from examples (not generative)

3 points by heavymemory 7 days ago · 0 comments · 1 min read

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I built a tool that learns structural code transformations from before/after examples.

Show it console.log(x) -> logger.info(x) and it learns the pattern, then applies it across your entire codebase. Deterministic, same input, same output, every time.

Not a transformer, not generative, not probabilistic. It parses code into AST, extracts the structural pattern, and executes exact rewrites.

Works as an MCP plugin for Claude Code, Cursor, and Claude Desktop.

https://hyperrecode.com

Would love feedback.

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