if a seasoned programmer sits behind Claude Code, the quality output will likely be higher than if a non technical person does it
Anecdotal: I recently rewrote a service in Rust for a much needed 100x performance boost (largely due to architectural changes, somewhat due to better runtime).
My colleague who now maintains the app is not a Rust developer and knows little about threads and tokio. Debugging a problem, he said he’d reach the context window before pinning the problem. I never have that problem and effortlessly find problems in the first 100k tokens without trying.
The difference must be in the wording that initially guides the agent.
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Anecdotal: I recently rewrote a service in Rust for a much needed 100x performance boost (largely due to architectural changes, somewhat due to better runtime).
My colleague who now maintains the app is not a Rust developer and knows little about threads and tokio. Debugging a problem, he said he’d reach the context window before pinning the problem. I never have that problem and effortlessly find problems in the first 100k tokens without trying.
The difference must be in the wording that initially guides the agent.