Companies That Tried to Save Money With AI Are Now Spending a Fortune Hiring People to Fix Its Mistakes
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My daughter has used AI a lot to write grant proposals, which she cleans up and rewords before submitting. In her prompts she tells it to ask her questions and incorporate her answers into the result, which she says works very well, produces high quality writing, and saves her a ton of time. She's actually a very competent writer herself, so when she compliments the quality I know it means something.
That's a good way to use the tool. I generally use the OpenAI option to set up a custom gpt and tell it to become an expert on the subject I'm writing about, then set the parameters. Then once I've tested it on a piece of the subject matter I already understand and confirm it's working properly, I begin asking it questions. When I'm out of questions or just need a break, I go back and check the citations for each answer just to make sure I'm not getting bad data.
Once I've run out of questions and all the data is verified, I have it create an outline with a brief summary of each section. Then I take that outline and use that to guide me as I write. Also it seems like the A.I. always puts at least one section in the wrong place so that's just another reason I like to write it myself and just use an A.I. summary outline.
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AI: The new outsourcing?
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As someone who has been a consultant/freelance dev for over 20 years now this is true. Lately I've been getting offers and contacts from places to essentially clean up the mess from LLMs/AI.
A lot of is pretty bad. It's a mess. But like I said I've been at it for awhile and I've seen this before when companies were offshoring anything and everything to India and surprise, surprise, they didn't learn anything. It's literally the exact same thing. Instead of an Indian guy that claims they know everything and will work for peanuts, it's AI pretty much stating the same shit.
I've been getting so many requests for gigs I've been hitting up random out of work devs on linkedin in my city and referring the jobs to them. I've burned through all my contacts that now I'm just reaching out to absolute strangers to get them work.
yes it's that bad (well bad for companies, it's fantastic for developers.)
They learned that by the time all of their shitty decisions ruin everything, they'll be able to bail with their golden parachute while everyone else has to deal with the fallout.
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AI as it exists today is only effective if used sparingly and cautiously by someone with domain knowledge who can identify the tasks (usually menial ones) that don't need a human touch.
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Jean-Baptiste
Emmanuel
Zorg
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Retired dev here, I'm curious about the nature of "the mess". Is it buggy AI-generated code that got into production? I know an active dev who uses ChatGTP every day, says it saves him a hell of a lot of work. What he does sounds like "vibe coding". If you're using AI for grunt work and keep a human is in the workflow to verify the code, I don't see how it would differ from junior devs working under a senior. Have some companies been using poorly managed all-AI tools or what? Sorry for the long question.
Think of AI as a hard working, arrogant, knowledgeable, unimaginative junior intern.
The vibe coding is great for small, self contained tasks. It doesn't scale to a codebase (yet?).
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AI as it exists today is only effective if used sparingly and cautiously by someone with domain knowledge who can identify the tasks (usually menial ones) that don't need a human touch.
This 1000x. I am a PHP developer, I found out about two months ago that the AI assistant is included in my Jetbrains subscription (All pack, it was a separate thing before). And recently found about Junie, their AI agent that has deep thinking (or whatever the hell it is called). I tried it the same day to refactor part of my test that had to migrated to stop using a deprecated function call.
To my surprise, it required only very minor changes, but what would've taken me about 3 hours was done in half an hour. What I also liked was that it actually asked if it can run a terminal command to verify thr test results and it went back and fixed a broken test or two.
Finally I have faith in AI being useful to programmers.
For a test, I took our dev exam (for potential candidates) and just sent it to see what it does just based on the document, and besides a few mistakes it even used modern tools and not some 5 year old stuff (like PSR standards) and implemented core systems by itself using well known interfaces (from said PSRs). I asked it to change Dependency Injection to use Symfony DI instead of the self-made thing, and it worked flawlessly.
Of course, the code has to be reviewed or heavily specified to make sure it does what it is told to, but all in all it doesn't look like just a gimmick anymore.
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The line demands you cut costs but also increase service.
The line demands it go up. It doesn't care how you get there. In many cases, decreasing service while also cutting costs is the way to do it so long as line goes up.
See: enshittification
Absolutely. I should have used the term productivity rather than service. Lack of caffeine had blunted my vocabulary. In essence: more output for less work. Output in this case is profit.
Enshitification is, in essence, the push beyond diminishing returns into the 'lossy' space ... sacrificing a for b. The end result is an increasingly shitty experience.
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As someone who has been a consultant/freelance dev for over 20 years now this is true. Lately I've been getting offers and contacts from places to essentially clean up the mess from LLMs/AI.
A lot of is pretty bad. It's a mess. But like I said I've been at it for awhile and I've seen this before when companies were offshoring anything and everything to India and surprise, surprise, they didn't learn anything. It's literally the exact same thing. Instead of an Indian guy that claims they know everything and will work for peanuts, it's AI pretty much stating the same shit.
I've been getting so many requests for gigs I've been hitting up random out of work devs on linkedin in my city and referring the jobs to them. I've burned through all my contacts that now I'm just reaching out to absolute strangers to get them work.
yes it's that bad (well bad for companies, it's fantastic for developers.)
Sounds like you need to start a company and per diem staff.
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Companies with stupid leaders deserve to fail.
Well what ends up happening is some company will have a CEO.
He'll make all the stupid decisions. But they're only stupid from everybody ELSES perspective.
From his perspective, he uses AI, tanks the companies future in the chase of large short term stock gains. Then he gives himself a huge bonus, leaves the company, gets hired somewhere else, and gets to say "See how that company is failing without me? That's because I bring value to the brand."
So he gets hired at the neeeext place, meanwhile that first company is failing because of the actions of a CEO no longer employed there, and whom bailed because he knew what was coming.
These actions aren't stupid. They're plotted corruption for the benefit of one.
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A lot of bosses think developers’ entire job is just churning out code when it’s actually like 50% coding and 50% listening to stakeholders, planning, collaborating with designers, etc.
A lot of leadership is incompetent. In a reasonable, just, world they would not be in these decision making positions.
Verbose blogger Ed Zitron wrote about this. He called them "Business Idiots": https://www.wheresyoured.at/the-era-of-the-business-idiot/
I just watched an interview of Karen Hao and she mentioned something along the lines of executives being oversold AI as something to replace everyone instead of something that should exist alongside people to help them, and they believe it.
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This 1000x. I am a PHP developer, I found out about two months ago that the AI assistant is included in my Jetbrains subscription (All pack, it was a separate thing before). And recently found about Junie, their AI agent that has deep thinking (or whatever the hell it is called). I tried it the same day to refactor part of my test that had to migrated to stop using a deprecated function call.
To my surprise, it required only very minor changes, but what would've taken me about 3 hours was done in half an hour. What I also liked was that it actually asked if it can run a terminal command to verify thr test results and it went back and fixed a broken test or two.
Finally I have faith in AI being useful to programmers.
For a test, I took our dev exam (for potential candidates) and just sent it to see what it does just based on the document, and besides a few mistakes it even used modern tools and not some 5 year old stuff (like PSR standards) and implemented core systems by itself using well known interfaces (from said PSRs). I asked it to change Dependency Injection to use Symfony DI instead of the self-made thing, and it worked flawlessly.
Of course, the code has to be reviewed or heavily specified to make sure it does what it is told to, but all in all it doesn't look like just a gimmick anymore.
Absolutely, this matches my experience. I think this is also the experience of most coders who willingly use AI. I feel bad for the people who are forced to use it by their companies. And those who are laid off because of C-levels who think AI is capable of replacing an experienced coder.
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Retired dev here, I'm curious about the nature of "the mess". Is it buggy AI-generated code that got into production? I know an active dev who uses ChatGTP every day, says it saves him a hell of a lot of work. What he does sounds like "vibe coding". If you're using AI for grunt work and keep a human is in the workflow to verify the code, I don't see how it would differ from junior devs working under a senior. Have some companies been using poorly managed all-AI tools or what? Sorry for the long question.
An example from work a few weeks ago. I fixed some vibe coded UI code that had made it to prod. The layout of the UI was basically just meant to be an easy overview of information relevant to an item. The LLM had done everything right except it assumed a weird mix of tailwind and bootstrap, mixing and matching css classes from both. After I implemented the classes myself it went from a single column view to grids and nested grids grouping the data intuitively.
I talked with the dev who implemented it, and basically it was just something quickly cobbled together with AI until it was passable. The AI had added a lot of extra that served no function and that didn’t conform to a single css framework, but looked like it could. For months noone questioned it despite talk about that part of the UI needing a facelift.I don’t know how representative it is, but about half the time I’m thoroughly confused about a piece of code and why it was written the way it was, the answer has turned out to be AI. And unlike when a developer wrote it, there rarely is any reason to have written it the weird way.
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As someone who has been a consultant/freelance dev for over 20 years now this is true. Lately I've been getting offers and contacts from places to essentially clean up the mess from LLMs/AI.
A lot of is pretty bad. It's a mess. But like I said I've been at it for awhile and I've seen this before when companies were offshoring anything and everything to India and surprise, surprise, they didn't learn anything. It's literally the exact same thing. Instead of an Indian guy that claims they know everything and will work for peanuts, it's AI pretty much stating the same shit.
I've been getting so many requests for gigs I've been hitting up random out of work devs on linkedin in my city and referring the jobs to them. I've burned through all my contacts that now I'm just reaching out to absolute strangers to get them work.
yes it's that bad (well bad for companies, it's fantastic for developers.)
Send them my way! I'm freelance currently and good at cleaning up that kind of stuff
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a negative times a negative is a positive?
More like 0.10 + 0.05 = 0.20, in this case.
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Absolutely. I should have used the term productivity rather than service. Lack of caffeine had blunted my vocabulary. In essence: more output for less work. Output in this case is profit.
Enshitification is, in essence, the push beyond diminishing returns into the 'lossy' space ... sacrificing a for b. The end result is an increasingly shitty experience.
I think what makes enshittification is "give users less and charge more". It's about returning shareholder value instead of customer value.
Netflix is a great example. They have pulled back on content, made password sharing more challenging, and increased cost. They still report increases in paying users.
They've done the math. They know they can take lost in users because they know they'll make up for it. That's the sad part in all of this.
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I was a frontend developer and UI/UX designer that specialized in JavaScript and Typescript with emphasis on React. I'm learning Python for Flask. I'm skipping meals so I can afford Udemy courses then AWS certifications. I don't enjoy any of this and I'm falling apart.
Hey there. Of course, I am in no position to say "do this, and it will be all right", but I will say that if there is any other way to live that won't put this kind of load on you - do it. You being happier is way way more needed in this world than you getting those certificates
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More like 0.10 + 0.05 = 0.20, in this case.
To be fair, 0.2 + 0.1 = 0.30000000000000004
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Practically negligible then...
However how the heck have you all been using stack exchange? My questions are typically something along the lines of:
"How to use a numpy mask with pandas dataframes"
Not something that gives me 50 lines of code.
Oh, yeah. But I assumed that's how competent coders use chatgpt. For edge cases and boilerplate.
