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Insights and updates from the Aspect Code team.

Benchmarking AI Code Generation – 5x More Tests Fixed with Codebase Context

Benchmarking AI Code Generation – 5x More Tests Fixed with Codebase Context

We tested LLMs with and without structured repo knowledge. Here's how adding context changed the results.

Asa Shepard

December 1, 2025

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Aspect Code

Aspect Code

AI coding tools break tests and ignore your architecture. Aspect Code gives them structured context so they write code that actually fits.

Asa Shepard

November 30, 2025

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