281–290 of 706 posts
A tip for those who both use Claude Code and are worried about token use (which you should be if you're stuffing 400k tokens into context even if you're on 20x Max): 1. Build context for the work you're doing. Put lots of your codebase into the context window. 2. Do work, but at each logical stopping point hit double escape to rewind to the context-filled checkpoint. You do not spend those tokens to rewind to that po…
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> it's not clear if the value actually exists here. Having spent a couple of weeks on Claude Code recently, I arrived to the conclusion that the net value for me from agentic AI is actually negative. I will give it another run in 6-8 months though.
Agreed, daily Cursor user. Just got out of a 15m huddle with someone trying to understand what they were doing in a PR before they admitted Claude generated everything and it worked but they weren't sure why... Ended up ripping about 200 LoC out because what Claude "fixed" wasn't even broken. So never let it generate code, but the autocomplete is absolutely killer. If you understand how to code in 2+ languages you ca…
I do wonder whether your code does what you think it does. Similar-sounding keywords in different languages can have completely different meanings. E.g. the volatile keyword in Java vs C++. You don't know what you don't know, right? How do you know that the AI generated code does what you think it does?
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> it's not clear if the value actually exists here. Having spent a couple of weeks on Claude Code recently, I arrived to the conclusion that the net value for me from agentic AI is actually negative. I will give it another run in 6-8 months though.
Agreed, daily Cursor user. Just got out of a 15m huddle with someone trying to understand what they were doing in a PR before they admitted Claude generated everything and it worked but they weren't sure why... Ended up ripping about 200 LoC out because what Claude "fixed" wasn't even broken. So never let it generate code, but the autocomplete is absolutely killer. If you understand how to code in 2+ languages you ca…
But .. that's not the AI's fault. If people submit any PRs (including AI-generated or AI-assisted) without completely understanding them, I'd treat is as serious breach of professional conduct and (gently, for first-timers) stress that this is not acceptable.
As someone hitting the "Create PR" (or equivalent) button, you accept responsibility for the code in question. If you submit slop, it's 100% on you, not on any tool used.
This is definitely one of my CORE problem as I use these tools for "professional software engineering." I really desperately need LLMs to maintain extremely effective context and it's not actually that interesting to see a new model that's marginally better than the next one (for my day-to-day). However. Price is king. Allowing me to flood the context window with my code base is great, but given that the price has su…
> it's not clear if the value actually exists here. Having spent a couple of weeks on Claude Code recently, I arrived to the conclusion that the net value for me from agentic AI is actually negative. I will give it another run in 6-8 months though.
I'll spend 3x the time repeatedly asking claude to do something for me
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> Having spent a couple of weeks on Claude Code recently, I arrived to the conclusion that the net value for me from agentic AI is actually negative. > For me it’s meant a huge increase in productivity, at least 3X. How do we reconcile these two comments? I think that's a core question of the industry right now. My take, as a CTO, is this: we're giving people new tools, and very little training on the techniques that…
Also another view is that developers below a certain level get a positive benefit and those above get a negative effect. This makes sense, as the models are an average of the code out there and some of us are above and below that average. Sorry btw I do not want to offend anyone who feels they do garner a benefit from LLMs, just wanted to drop in this idea!
- syntax
- iteration over an idea
- breaking down the task and verifying each step
Working with a tool like Claude that gets them started quick and iterate the solution together with them helps them tremendously and educate them on best practices in the field.
Contrast that with a seasoned developer with a domain experience, good command of the programming language and knowledge of the best practices and a clear vision of how the things can be implemented. They hardly need any help on those steps where the junior struggled and where the LLMs shine, maybe some quick check on the API, but that's mostly it. That's consistent with the finding of the study https://metr.org/blog/2025-07-10-early-2025-ai-experienced-o... that experienced developers' performance suffered when using an LLM.
What I used as a metaphor before to describe this phenomena is training wheels: kids learning how to ride a bike can get the basics with the help and safety of the wheels, but adults that already can ride a bike don't have any use for the training wheels, and can often find restricted by them.
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Have the AI produce a plan that spans multiple files (like "01 create frontend.md", "02 create backend.md", "03 test frontend and backend running together.md"), and then create a fresh context for each step if it looks like re-using the same context is leading it to confusion. Also, commit frequently, and if the AI constantly goes down the wrong path ("I can't create X so I'll stub it out with Y, we'll fix it later")…
Inventivatbly the files become a mess of their own. Changes and learnings from one part of the plan often dont result in adaptation to impacted plans down chain. In the end you have a mish mash of half implemented plans and now you’ve lost context too. Which leads to blowing tokens on trying to figure out what’s been implemented, what’s half baked, and what was completely ignored. Any links to anyone who’s built some…
Pick among the best feedback to polish the work done by CC—-it will miss things that Gemini will catch.
Then do it again. Sometimes CC just won’t follow feedback well and you gotta make the changes yourself.
If you do this you’ll be more gradual but by nature of the pattern look at the changes more closely.
You’ll be able to realign CC with the spec afterward with a fresh context and the existing commits showing the way.
Fwiw, this kind of technique can be done entirely without CC and can lead to excellent results faster, as Gemini can look at the full picture all at once, vs having to force cc to consume vs hen and peck slices of files.
In my testing the gap between claude and gemini pro 2.5 is close. My company is in asia pacific and we can't get access to claude via vertex for some stupid reason. but i tested it via other providers, the gap used to be huge but now not.
Agree but pricing wise, Gemini 2.5 pro wins. Gemini input tokens are half the cost of Claude 4. Output is $5/million cheaper than Claude. But, document processing is significantly cheaper. A 5MB PDF (customer invoice) with Gemini is like 5k tokens vs 56k with Claude. The only downside with Gemini (and it's a big one) is availability. We get rate limited by their dynamic QoS all the time even if we haven't reached our…
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In a similar role and place with this. My biggest take so far: If you're a disciplined coder that can handle 20% of an entire project's (project being a bug through to an entire app) time being used on research, planning and breaking those plans into phases and tasks, then augmenting your workflow with AI appears to be to have large gains in productivity. Even then you need to learn a new version of explaining it 'ou…
My experience has been entirely the opposite as an IC. If I spend the time to delve into the code base to the point that I understand how it works, AI just serves as a mild improvement in writing code as opposed to implementing it normally, saving me maybe 5 minutes on a 2 hour task. On the other hand, I’ve found success when I have no idea how to do something and tell the AI to do it. In that case, the AI usually do…