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AI Can Write Code. It Still Can't Own the Design.
software engineering Sep 22, 2026 5 min read

AI Can Write Code. It Still Can't Own the Design.

AI coding tools can produce working code without understanding the design decisions that keep a system healthy over time. This guide shows how to use automation without giving away architecture, code review, or responsibility.

by ahsan
#ai #code quality #developer productivity #software-architecture #technical debt
Astra for Coding: When Persistence Outruns Judgment
software engineering Sep 11, 2026 6 min read

Astra for Coding: When Persistence Outruns Judgment

GPT-6 Astra can work through long coding tasks, but persistence does not guarantee maintainable software. The safer path combines bounded autonomy with structured patches, explicit invariants, focused tests, and regular diff review.

by ahsan
#ai coding agents #code quality #developer tools #gpt-6 astra #software engineering

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