📺 Why Merge CEO Shensi Ding stays hands-on with Codex
A non-R&D executive who still writes a large amount of code describes his experience adopting Astra after previously working with Codex. He walks through a real feature-redesign task and explains how the tool handled multi-step instructions and filled in gaps on its own.
■ Real-World Usage Experience
- Background: managing the non-R&D side of the business while regularly coding
- Why Astra stood out compared with Codex and other AI systems
- A concrete example of asking it to draw on other parts of the product for design-system consistency
- How it processes each instruction individually and completes the work
■ Impact on the Engineering Team
- Members being able to build tools they need without waiting for others
- Turning workflow ideas into working solutions independently
This is useful viewing for executives and engineers evaluating AI coding assistants in day-to-day product work. It offers a first-hand account of how the tool behaves on real tasks and how it affects team workflow.
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