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Ask HN: How do you offload all coding to AI?

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Ask HN: How do you offload all coding to AI?

#1
Hey all, hope everyone is well!

I’ve seen a lot of comments and posts where people have stated they ‘literally’ never write a line of code anymore and was curious as to what people mean when they state this.

I say this as a daily user of Claude code with a max plan, so I’m not bashing LLMs or people who use them. I just find it quite hard to understand how it can be productive to offload _all_ coding, especially on brownfield projects.

My reason for saying this is that I often have to debug and triage issues. Often my triage and diagnosis leads me to a point where I can see that the issue is a simple fix with a couple lines of code.

Of course, Claude could fix the issue but the time taken to prompt, wait for it to spit out a plan, evaluate said plan, wait for it to finish implementing said plan, and then evaluate the work would be considerably longer than just making the change quickly and making a PR myself.

Obviously is also possible to just offload the triage and diagnosis to Claude as well but I personally find it unproductive as it essentially ends up with a higher chance of the LLM going rogue and changing unrelated areas of the codebase.

Re: Ask HN: How do you offload all coding to AI?

#6
"Offloading all coding" is perhaps a misleading expression. Those who say they no longer write code are often describing a change in what kind of work they do, not that they've stopped writing code entirely. They spend more time on technical specification, architectural decisions, considering differences, and figuring out when the model misinterprets intent—and less time on actual code typing.

Your brownfield instinct is right though. The productivity gap between "fixing it yourself" and "require → plan → evaluate → deploy → evaluate" only narrows when the task is large enough to justify the cost incurred, or when you're running parallel agents. For a bug requiring only two lines of code, the cost of context switching alone can negate the return on investment (ROI).

Re: Ask HN: How do you offload all coding to AI?

#7
With brownfield projects, I can’t speak to. All of my (consulting) projects start with an empty AWS account and empty git repo.

My Claude/Codex session have temporary AWS Credentials in environment variables. The AWS SDK and CLI use those variables automatically.

My AWS account is bootstrapped with infrastructure as code.

They both do pretty well with troubleshooting since they have the code and my markdown summaries from the contract, diagrams, call transcripts, project plan etc.

They can both look at live CloudWatch logs to find errors.

Re: Ask HN: How do you offload all coding to AI?

#9

"Offloading all coding" is perhaps a misleading expression. Those who say they no longer write code are often describing a change in what kind of work they do, not that they've stopped writing code entirely. They spend more time on technical specification, architectural decisions, considering differences, and figuring out when the model misinterprets intent—and less time on actual code typing. Your brownfield instinc…

I agree with this completely. Since coding agents came along, I stay completely on the architectural, requirements level and don’t look at code at all. I have damn good markdown files and I have coding agents transcribe what they are doing and decisions I made.

Re: Ask HN: How do you offload all coding to AI?

#10

"Offloading all coding" is perhaps a misleading expression. Those who say they no longer write code are often describing a change in what kind of work they do, not that they've stopped writing code entirely. They spend more time on technical specification, architectural decisions, considering differences, and figuring out when the model misinterprets intent—and less time on actual code typing. Your brownfield instinc…

I agree with this completely. Since coding agents came along, I stay completely on the architectural, requirements level and don’t look at code at all. I have damn good markdown files and I have coding agents transcribe what they are doing and decisions I made.

You're replying to what looks like a bot account.
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