Blog

Insights and updates from the Aspect Code team.

Making AI Reliable on Real Codebases: The KB + Feedback Loop

Generic AI instructions plateau. I ran benchmarks on a FastAPI template and djangopackages to show how a repo-specific knowledge base plus a feedback loop transforms AI from a liability into a time-saver.

Asa ShepardJanuary 3

9 min read

Benchmarking AI Code Generation – From –24 to +25 Net Tests with Codebase Context

I tested LLMs with and without structured repo knowledge on FastAPI and Django. Here's how adding context changed the results.

Asa ShepardDecember 10

8 min read

Aspect Code: Giving AI Assistants the Context They're Missing

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

Asa ShepardNovember 30

8 min read