I've done similar at my job where management wants us to use all of our tokens before they expire. I usually set it to documentation tasks and other minor tasks just to eat up tokens.
I'd bet that the goal is for people to 'game' it though. By pushing people to use AI more they'll try it, experiment with it, 'waste' time on it ... and from that they'll learn about it. That's the end goal.
They're using tokens for pointless stuff right now in order to figure out use cases where it helps. You can't do that without also learning where it doesn't help.
I'm sorry, but that's insane. I mean, I guess if you have cash to burn I could think of even worse ways to spend it, but seriously, this is dumb. What other tool have businesses spent millions of dollars and person hours on to try and find something useful the tool can do?? Talk about a solution looking for a problem! If it's not clear in the early stages that this tool solves a problem then ditch it and move on! Give that extra cash to your employees and shareholders instead!
Like six months ago we got a presentation from an AWS guy on the AI tooling available and how it fit with our particular use cases.
At one point seemingly out of nowhere he pointed out on his screen share "Look at how many tokens I've used this month. I run so much Opus." It was a number that was offensively large.
I remember thinking "That's a really odd flex, this crap is so expensive the fact that you use so much should be a red flag"
He demonstrated a number of Claude Code use cases he had to manage and tweak AWS infrastructure that made me, the old greybeard sysadmin older than the internet think "You've used AI to do something that was a single command."
So this story makes sense. They were being encouraged to just blast away at it six plus months ago.
> "You've used AI to do something that was a single command."
As time passes and the layers of abstraction pile up, later generations won't understand the underlying layers of the abstraction. This is a huge weakness in our systems development -- and a huge potential attack surface for adversaries.
Being an investor in Anthropic, Amazon must have a preferred billing rate, but others do not. No wonder their revenue shot up so much, so fast, because of BS goals like those.
If I own part of a company, and I spend money on their goods, and a result their revenues climb and consequently my valuation does too - then my firm value will be higher.
This would also explain the gung-ho approach. Some pretty devious financial engineering akin to arbitrage
Not just Amazon, too. It feels like all of big tech (and some smaller firms) have simultaneously gone insane. Imagine if your CEO woke up one day and told the company: "We need to encourage travel spending. Please book as many business trips as you can, and spend as much money as possible. Fly first class to our satellite offices! Take limos instead of Ubers! Eat at fine restaurants! Make sure you are constantly traveling. In fact, we are going to make Travel Spending part of your annual performance review: If you don't spend enough on business travel, you'll get a low rating!"
I kind of get what they're thinking in trying to make sure all engineers use AI. For myself, and for the engineers working with me, I saw everyone go through an initial aversion and resistance to AI, and then an instant productivity boost when we started using them. So there's definitely a good reason to get everybody to start using AI. You don't want a good engineer resisting AI indefinitely if you know it will make them more productive.
Incentivizing people who are already using AI to use as many tokens as possible does seem a little crazy, though.
IMO, the investors behind AI play the Uber game: they subsidise the AI costs and inject it into all facets of society they can get their hands on. They can tell the execs to increase AI usage at any cost. Their bet is that we'll become AI addicts with athrophied brains before they run out of money.
Also, don't forget that their datacenters will burn our electricity and boil our rivers at rates much cheaper than what we are billed in our homes. So while you're happy generating mountains of AI slop, somewhere there is a datacenter boiling a river.
I'd compare this to a new patented formula of water that's nobody asked for, and the patent owners are trying to replace all water supply with their crap before we wake up.
> Imagine if your CEO woke up one day and told the company: "We need to encourage travel spending. Please book as many business trips as you can, and spend as much money as possible.
I had a manager like this once. He didn't last very long, but it was without a doubt the most fun six months of my career.
This would be hilarious if a bunch of companies did not already do exactly this with exec travel. And academics do this all the time when travel has to be funded from grants.
One reason it works out like that for travel funding is that it’s often the ‘use it or lose it’ kind of funding. If you do not use all of the funds allotted, you can’t ask for more and could realistically get less.
Even as a very happy NVDA shareholder I agree with you. It's comical that managers are being so naïve as to think that you can crap out a dashboard of "tokens consumed per week" and get any useful signal at all from it, beyond learning who's not using AI.
Incompetent use of a coding agent, or just general shenanigans, can burn tokens all day but it's not going to get tickets done.
Just looking at the work output - how many story points, tickets, how many new bugs are opened, etc. has not become any less relevant a metric for productivity with AI. If you're a skilled and proper user of AI those numbers would be changing in the right direction, compared to before you had it.
because it's come to CFO's as "free debt" aka fiat printing. They need to spend thisfree fiat to keep buble going. I'm sure some inv. banking team internally assured too. $Trillion instuitions have access to free printer now, you and I don't. This is different world since unlimited printer started in 2020. All debt math is fake now because they can create fiat money out of nothing,
literally.
> It feels like all of big tech (and some smaller firms) have simultaneously gone insane.
Some companies might just have been scammed by the marketing that told them that AI would make all their employees 10,000x more productive and save them billions and when that didn't happen the assumption was that it's because employees weren't using the magical AI as often as they should be.
Other companies, especially those working on their own AI products, might want employees to use AI as much as possible because they hope it will provide them with the training data they'll need to eventually replace most or all of those employees with the AI. Punishing workers who refuse to train their AI replacement might make sense to them because even though it's costly right now they expect the savings down the road to be much much greater.
At my company we were told AI spend was part of perf review and that the "singularity" had happened. Now 20% of our infrastructure spend is tokens. The average number of pull requests per dev per week increased with all this spend. From 4.2 to 5.1. And that includes a huge chunk of PRs that are just agents changing a line or two in a config. It's all magical thinking
I've definitely been in situations where managers tell me to "spend X amount before the end of the year." They don't want higher ups to think they can cut our budget.
I worked for an international (mothership in the UK, later acquired by the US) company, which had... sort of a similar policy.
So, the (mothership) company acquired a lot of satellite companies, all in banking business. All over the world. Then they figured their CEO was corrupt, got in problems with the law, got kicked out. While they were waiting for the new "real" CEO to step in, they let some "interim" CEO to take his place.
New new (interim) CEO didn't seem to have a clue about the business she was supposed to run, nor did she care. She knew her time was running out, and she figured she'd spend it traveling the world and partaking in fine dining in every corner of the world the company's tentacle could reach. But, to make it seem more plausible, she, sort of, created a policy of "experience exchange", which sent random troupes of select individuals from different branches of the company to "exchange experience" with another similarly randomly assembled troupe. Of course, the company picked the bill when it comes to lodging and dining.
Our inconsequential branch in Israel saw a pilgrimage of high-ranking banking managers from all over the world, but, mostly the wealthier parts of it. Some didn't even bother to show up in the office though, and proceeded straight to the banquet hall of the most expensive hotel on the Tel Aviv beach.
To be fair though, the interim CEO got the boot even before her time was supposed to end, but it was serendipitously close to the acquisition by the US company, and so she was let go as part of a "restructuring" and "optimization"... but it was a crazy year!
It seems like a natural result. People have been trying to use dashboards / metrics to roll up / indicate how well teams and individuals have been doing for a long time. Therefore, "part 1" was already in place. Now, something even easier to track is available (token usage). So, just throw token usage on the dashboard and tell people that higher is better - what other outcome would you possibly expect?
Management has confided in me that token usage is a secret performance metric. At the same time I'm getting emails from infrastructure people about prompting techniques to get LLMs to speak more concisely to save the company money lmao. I'd prefer a video essay mode that bulks everything up.
Two years ago everyone would have told you that 'impact' was the way to measure people, and been aghast at tracking inputs like hours. Say what you will, but at least showing up at 8 didn't cost the company money. Today I see people spending time and money vibe coding tools in search of a problem, just to spend tokens and demonstrate that they're on board with the singularity.
Nonsense. It’s a little bit of a loss leader so devs are hooked on it and it’s considered incredibly unproductive to work without one. Then they will just have 10 peoples jobs replaced with one guy.
What if instead the manager was saying: “hey team I need you to all buy as many lotto tickets as possible!”
I feel like that’s a better analogy. Some charlatans are buying fake tickets, but as a manager who wants to win big, I’m ok with some chicanery so long as the average person is trying to honestly meet my directive.
It might be an ROI calculation, e.g. some people will waste tokens, but if it means someone else feels empowered to make something awesome or impactful, it will have been worth it.
Spending is just a proxy for AI use here. This is nothing new. I remember past CEOs saying “Ajax! Ajax! Ajax!”, “Big data! Big data! Why aren’t we using Big data!”
AI is just the next tool to over spend on in poor ways, realise it’s shit and spend a ton more money trying to roll it back.
The situations where is shines will continue to use it when the hype dies down.
its more like you have purchased unlimited monthly travel for a fixed cost for your employees for $20. And you want your employees to maximize travel, since you already paid the $20.
I have colleagues at prime video who consult AI the way medieval clerks once consulted omens, generating entire chains of speculative labor after ritual examinations of any of their given codebases. no real or new initiatives / innovations are being pushed forward, and thats rumored to be happening in other departments as well.
This is what I do. I tell AI to go through every file in my project, identify up to 10 bugs per file, and then write the markdown with the name of the file plus "bugfix". This takes about 2 hours. Then I delete all the files with the suffix "bugfix" and then do it again.
Lots of people reporting their "I had to use up my tokens, so I burned them on worthless stuff" stories. Incredible thing to do in a climate emergency. Push harder guys, maybe we can hit 3C warming?
This reminds me of the story of how the USSR nearly made whales extinct to meet a quota for whale meat that nobody wanted to eat.
No worries, we keep drinking from paper straws, because that is what really matters.
The problem with not burning tokens is when you not meet the performance KPIs, get labelled as luddite and off you go, even before the job gets taken over by AI.
I do agree with the sentiment, that and war mongers destroying the planet.
Within Amazon, token usage is gamified if you use Kiro and your team isn't billed for it in the same way you are billed for AWS or have to account for your capacity in older systems. I've credibly heard of people gaming this internal ranking before anyone paid attention to it. There are also tons of enthusiasts doing all kinds of internal projects and sharing them.
There's definitely some pressure from managers when they hear about N00% productivity boosts in internal presentations, but where I am at they would figure out if you were making up tasks rather than working pretty quickly and the pressure comes from aggressive deadlines and a shift from the yearly OP1 process to a more agile one.
I've heard similar stories from AWS and other non-AWS FAANG employees. All of the token leaderboards have a "this doesn't count toward your performance review" disclaimer, but there's an implied nudge nudge, wink wink after that statement.
One person I've talked to has someone in their org who is running GasTown and chews through tokens 24/7. They don't contribute very much, but they're comfortably in the #1 spot.
Yeah my manager at my 400 people company is one of those. He runs gas town and his agents bump things here and there throughout the codebase and he has like 50 commits a day. Compat versions, formatting, stuff like that.
But the thing is, the problem is the person, not the technology. He was already like this before LLMs. He would "refactor" repos into smaller repos, and all of a sudden all of the code has his name. If you just skim, it looks like he build a huge chunk of the codebase in the company. He also has a history of saying no to stuff I want to do, then he does it himself. Also nitpick my PRs to no end (or straight says he doesn't think he should do that thing) and then he turns around and implements it himself. He doesn't copy paste my code, but he does re-implement himself the same ideas that he just said no to after my PR was open. Very smart guy, very dishonest. But he's good at being dishonest. If you ask him about it he says "oh I just though that this way would be more organized" or something like that. From the outside you could make the argument that one way is better than the other (for reasons I would claim are irrelevant), so it's not obvious that he's being dishonest. But since I see 100% of what he does, it's entirely clear to me that this is a pattern.
EDIT: just remembered another one. One time I asked him to take a specific week of holidays. He didnt say "no" but he did mention that we're under a lot of pressure to deliver The Thing, and if I would delay my holidays. I said "No, I'm not going to delay them", so he approved it. Then when the time came around, he took holidays in the same week. On this one I didn't challenge him, I already know him well enough to know the truth which is he's no ashamed to ask from others things that he would never himself accept.
Hasn't Anthropic being experiencing issues due to extremely high usage? Being their investor, you would think Amazon wouldn't do Anthropic dirty by weakening their ability to handle user traffic
People need to start yelling, throwing things and publicly mocking execs that do this. What is wrong with you all? I do this (except the throwing) and I get nothing but respect. If you've been a good little soldier for years, done nothing but deliver and then you raise your ire people will listen.
If you can't change your company, change your company!
Similar situation here! In fact our team has a no-LLM policy that I'm quite happy with. We did experiment with it, to the point that one of our seniors atrophied so badly we had to let him go, and we're still paying down some of the slop residue...
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[ 2.8 ms ] story [ 82.8 ms ] threadThey're using tokens for pointless stuff right now in order to figure out use cases where it helps. You can't do that without also learning where it doesn't help.
My company is doing the same thing.
At one point seemingly out of nowhere he pointed out on his screen share "Look at how many tokens I've used this month. I run so much Opus." It was a number that was offensively large.
I remember thinking "That's a really odd flex, this crap is so expensive the fact that you use so much should be a red flag"
He demonstrated a number of Claude Code use cases he had to manage and tweak AWS infrastructure that made me, the old greybeard sysadmin older than the internet think "You've used AI to do something that was a single command."
So this story makes sense. They were being encouraged to just blast away at it six plus months ago.
As time passes and the layers of abstraction pile up, later generations won't understand the underlying layers of the abstraction. This is a huge weakness in our systems development -- and a huge potential attack surface for adversaries.
The original (third reich): "Wheels must roll for victory!"
It will end in the same manner.
I've chosen the wrong profession.
If I own part of a company, and I spend money on their goods, and a result their revenues climb and consequently my valuation does too - then my firm value will be higher.
This would also explain the gung-ho approach. Some pretty devious financial engineering akin to arbitrage
We are living in a totally bonkers time.
Incentivizing people who are already using AI to use as many tokens as possible does seem a little crazy, though.
Also, don't forget that their datacenters will burn our electricity and boil our rivers at rates much cheaper than what we are billed in our homes. So while you're happy generating mountains of AI slop, somewhere there is a datacenter boiling a river.
I'd compare this to a new patented formula of water that's nobody asked for, and the patent owners are trying to replace all water supply with their crap before we wake up.
I had a manager like this once. He didn't last very long, but it was without a doubt the most fun six months of my career.
One reason it works out like that for travel funding is that it’s often the ‘use it or lose it’ kind of funding. If you do not use all of the funds allotted, you can’t ask for more and could realistically get less.
Incompetent use of a coding agent, or just general shenanigans, can burn tokens all day but it's not going to get tickets done.
Just looking at the work output - how many story points, tickets, how many new bugs are opened, etc. has not become any less relevant a metric for productivity with AI. If you're a skilled and proper user of AI those numbers would be changing in the right direction, compared to before you had it.
Some companies might just have been scammed by the marketing that told them that AI would make all their employees 10,000x more productive and save them billions and when that didn't happen the assumption was that it's because employees weren't using the magical AI as often as they should be.
Other companies, especially those working on their own AI products, might want employees to use AI as much as possible because they hope it will provide them with the training data they'll need to eventually replace most or all of those employees with the AI. Punishing workers who refuse to train their AI replacement might make sense to them because even though it's costly right now they expect the savings down the road to be much much greater.
Note that it has beaten capitalism, making rational choices to increase earnings has lost to this AI dream.
I worked for an international (mothership in the UK, later acquired by the US) company, which had... sort of a similar policy.
So, the (mothership) company acquired a lot of satellite companies, all in banking business. All over the world. Then they figured their CEO was corrupt, got in problems with the law, got kicked out. While they were waiting for the new "real" CEO to step in, they let some "interim" CEO to take his place.
New new (interim) CEO didn't seem to have a clue about the business she was supposed to run, nor did she care. She knew her time was running out, and she figured she'd spend it traveling the world and partaking in fine dining in every corner of the world the company's tentacle could reach. But, to make it seem more plausible, she, sort of, created a policy of "experience exchange", which sent random troupes of select individuals from different branches of the company to "exchange experience" with another similarly randomly assembled troupe. Of course, the company picked the bill when it comes to lodging and dining.
Our inconsequential branch in Israel saw a pilgrimage of high-ranking banking managers from all over the world, but, mostly the wealthier parts of it. Some didn't even bother to show up in the office though, and proceeded straight to the banquet hall of the most expensive hotel on the Tel Aviv beach.
To be fair though, the interim CEO got the boot even before her time was supposed to end, but it was serendipitously close to the acquisition by the US company, and so she was let go as part of a "restructuring" and "optimization"... but it was a crazy year!
Two years ago everyone would have told you that 'impact' was the way to measure people, and been aghast at tracking inputs like hours. Say what you will, but at least showing up at 8 didn't cost the company money. Today I see people spending time and money vibe coding tools in search of a problem, just to spend tokens and demonstrate that they're on board with the singularity.
(If you are a VP at Amazon, yes, I'll consider acquisition offers. I'm also working on an enterprise version of this with additional features.)
Show HN here: https://news.ycombinator.com/item?id=48151287
"Because we FEEL this will make you more productive and we will make more money!"
No evidence but more Lines of Code...
I feel like that’s a better analogy. Some charlatans are buying fake tickets, but as a manager who wants to win big, I’m ok with some chicanery so long as the average person is trying to honestly meet my directive.
AI is just the next tool to over spend on in poor ways, realise it’s shit and spend a ton more money trying to roll it back.
The situations where is shines will continue to use it when the hype dies down.
This reminds me of the story of how the USSR nearly made whales extinct to meet a quota for whale meat that nobody wanted to eat.
The problem with not burning tokens is when you not meet the performance KPIs, get labelled as luddite and off you go, even before the job gets taken over by AI.
I do agree with the sentiment, that and war mongers destroying the planet.
There's definitely some pressure from managers when they hear about N00% productivity boosts in internal presentations, but where I am at they would figure out if you were making up tasks rather than working pretty quickly and the pressure comes from aggressive deadlines and a shift from the yearly OP1 process to a more agile one.
One person I've talked to has someone in their org who is running GasTown and chews through tokens 24/7. They don't contribute very much, but they're comfortably in the #1 spot.
But the thing is, the problem is the person, not the technology. He was already like this before LLMs. He would "refactor" repos into smaller repos, and all of a sudden all of the code has his name. If you just skim, it looks like he build a huge chunk of the codebase in the company. He also has a history of saying no to stuff I want to do, then he does it himself. Also nitpick my PRs to no end (or straight says he doesn't think he should do that thing) and then he turns around and implements it himself. He doesn't copy paste my code, but he does re-implement himself the same ideas that he just said no to after my PR was open. Very smart guy, very dishonest. But he's good at being dishonest. If you ask him about it he says "oh I just though that this way would be more organized" or something like that. From the outside you could make the argument that one way is better than the other (for reasons I would claim are irrelevant), so it's not obvious that he's being dishonest. But since I see 100% of what he does, it's entirely clear to me that this is a pattern.
EDIT: just remembered another one. One time I asked him to take a specific week of holidays. He didnt say "no" but he did mention that we're under a lot of pressure to deliver The Thing, and if I would delay my holidays. I said "No, I'm not going to delay them", so he approved it. Then when the time came around, he took holidays in the same week. On this one I didn't challenge him, I already know him well enough to know the truth which is he's no ashamed to ask from others things that he would never himself accept.
Burn resources at all costs to appear productive and use proxy metrics to measure success.
Fire productive employees to ensure we have resources to fund the proxy metrics.
AI slop fool’s gold is the product.
If you can't change your company, change your company!