I'm a developer and often use AI coding assistants, but I find their suggestions for production code aren't quite right. It usually takes me several attempts to get the solution I need. Is this a common experience, or am I missing a key technique to get better results?
Ask HN: What is your average acceptance rate for code suggestions from an agent?
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Re: Ask HN: What is your average acceptance rate for code suggestions from an agent?
#2You mean short suggestions like copilot, or something like Claude Code that spitting out diffs?
Re: Ask HN: What is your average acceptance rate for code suggestions from an agent?
#3The industry standard (according to some research, articles and my own company experience) is around 30%.
This is as reported by the agent or research so I am not sure what it means, did you scroll through some options or had to re-request one, but it points to a low rate of acceptance
Re: Ask HN: What is your average acceptance rate for code suggestions from an agent?
#4Yesterday I had an issue with a package so I threw the command and the error message into Cursor. It managed to figure everything out in one shot and did every step for me in its console. I could then scroll up and save the process.
Re: Ask HN: What is your average acceptance rate for code suggestions from an agent?
#5Yep, that's completely normal. Your experience is exactly how most developers use AI coding assistants. You're not missing anything.
Think of the AI as a super-eager junior developer, not a senior architect. It's great for getting a first draft on the page, but it needs your guidance and context to get the code production-ready. It doesn't know your team's specific style guide or the complex business logic you have in your head.
The key is to treat it like a conversation. The first suggestion is just the starting point. The real magic is in the follow-up prompts where you tell it what to refine, fix, or add. You're using it the right way.
Re: Ask HN: What is your average acceptance rate for code suggestions from an agent?
#6>Is this a common experience,
Yes when you're trying to do too big of things or you're prompt engineering skills need improvement.
>or am I missing a key technique to get better results?
You must be specific for what you want. Think of you being a senior dev and you're giving specific instructions to a junior dev who doesnt know better; who WILL misinterpret and do the very least to achieve what you asked for.
Almost like a Jinn/Geni they'll seemingly try to do the wrong thing if you arent clear and specific in your prompt.
Worse yet, sometimes, the AI will run off into left field doing all kinds of dumb stuff. hugely breaking the app and then you cry and start reverting hours of git changes. or worse HARD RESET.
Re: Ask HN: What is your average acceptance rate for code suggestions from an agent?
#7You mean short suggestions like copilot, or something like Claude Code that spitting out diffs?
More like Claude Code diffs.
Re: Ask HN: What is your average acceptance rate for code suggestions from an agent?
#8I found a dashboard my company has from Copilot. Last I saw, it was around 20%. Of course, just because it was an accepted suggestion doesn’t mean it was used. I will sometimes accept a garbage suggestion for my needs, just for a reference so I can pull out one tiny idea.
Re: Ask HN: What is your average acceptance rate for code suggestions from an agent?
#9100% and replaced the work of 1 or 2 junior people that I would’ve had to hire otherwise. But most of the time I do spend a few minutes fiddling with it by asking for updates to make it better after the first go round
Re: Ask HN: What is your average acceptance rate for code suggestions from an agent?
#10Yep, that's completely normal. Your experience is exactly how most developers use AI coding assistants. You're not missing anything. Think of the AI as a super-eager junior developer, not a senior architect. It's great for getting a first draft on the page, but it needs your guidance and context to get the code production-ready. It doesn't know your team's specific style guide or the complex business logic you have i…
This is where I feel like I'm doing something wrong whenever I try these tools. Everyone says things like "just keep telling it what to fix, it might take a few rounds". But that ends up taking just as long if not longer than doing it myself.