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Semgrep: GLM 5.2 beats Claude in our Cyber Benchmarks

https://semgrep.dev/blog/2026/we-have-mythos-at-home-glm-52-beats-claude-in-our-cyber-benchmarks/
1•jms703•1m ago•0 comments

Mirror Project Proposal (2008)

https://webhelper.brown.edu/joukowsky/courses/13things/6689.html
1•jruohonen•2m ago•0 comments

Who Are the Fire-Tamers?

https://aeon.co/essays/who-are-the-fire-taming-healers-of-modern-france
2•Caiero•2m ago•0 comments

NASA races to save Swift telescope from falling back to Earth with daring rescue

https://phys.org/news/2026-06-nasa-swift-telescope-falling-earth.html
2•bookmtn•6m ago•0 comments

In Idaho, the next generation of US nuclear reactors nears reality

https://www.france24.com/en/live-news/20260628-in-idaho-the-next-generation-of-us-nuclear-reactor...
2•rustoo•6m ago•0 comments

Show HN: Caliper – pass@k reliability testing for Claude Code and Codex skills

https://github.com/edonadei/caliper
1•edonadei•9m ago•0 comments

Prism: An impure functional language with typed effects

https://www.stephendiehl.com/posts/prism/
1•fanf2•10m ago•0 comments

The 'Almost Homeless' Subreddit Is a Stark Glimpse at Soaring Wealth Inequality

https://www.wired.com/story/the-almost-homeless-subreddit-is-a-stark-glimpse-at-soaring-wealth-in...
1•Brajeshwar•10m ago•0 comments

We Answered 35 of Your Civ VII History Questions

https://store.steampowered.com/news/app/1295660/view/679628250084803716
2•Tomte•13m ago•0 comments

Yakuza Tattoo

https://kimurakami.com/blogs/japan-blog/yakuza-tattoo
2•jruohonen•14m ago•0 comments

How WisdomAI gets high text-to-SQL accuracy

https://www.wisdom.ai/blog/how-wisdom-gets-text-to-sql-right
1•sharva•14m ago•0 comments

Lenovo saying RAM prices may never go back to how they were

https://www.rockpapershotgun.com/oh-no-thats-lenovo-saying-they-think-these-ram-prices-will-be-th...
4•Tomte•15m ago•2 comments

Show HN: Tool to Convert PDF to a Video

https://caringmachines.com/shop/convert/pdf2vid
1•celestiallylvd1•17m ago•0 comments

Show HN: Verigate – Cryptographic authorization receipts for AI agents

https://verigate.cloud
1•heartlinmachado•18m ago•0 comments

AgentCrawl, a small self-hosted crawler for AI agents

https://github.com/JorG18/agentcrawl
1•Kenchi010•21m ago•0 comments

A 'perfect storm' points to a much smaller U.S. auto market by 2040

https://www.cnbc.com/2026/06/28/us-auto-market.html
1•toomuchtodo•22m ago•0 comments

White House Will Ad Hoc Decide Who Can Individually Access GPT-5.6

https://thezvi.substack.com/p/white-house-will-ad-hoc-decide-who
2•paulpauper•30m ago•1 comments

Movie reconstruction from mouse video cortex activity

https://www.youtube.com/watch?v=K3Hvy4CKVpg
1•bookofjoe•31m ago•0 comments

Security Baked into the JVM: Why Fork Apache River and OpenJDK?

https://blog.frankel.ch/security-baked-into-jvm/1/
1•theanonymousone•31m ago•0 comments

Central Vacuums: Spiritual, Social, Economic, and Hygienic Consequences

https://vac.bpe.xyz
5•shoes_for_thee•33m ago•4 comments

Limbic Capitalism Has Been Driving Addiction for Hundreds of Years

https://www.afterbabel.com/p/limbic-capitalism-addiction-david-courtwright
1•paulpauper•33m ago•0 comments

Roundup #83: I told you so

https://www.noahpinion.blog/p/roundup-83-i-told-you-so
1•paulpauper•33m ago•0 comments

Show HN: Bcad – An OpenSCAD-syntax CAD powered by OpenCASCADE

https://asm32.info/johnfound/bcad-openscad-syntax-with-exact-geometry
1•johnfound•34m ago•1 comments

AI is creating America's next underclass

https://thehill.com/opinion/technology/5942757-ai-demands-new-social-norms/
3•pseudolus•34m ago•1 comments

Run Obsidian as a self-hosted web app

https://mudkip.me/2026/06/29/Run-Obsidian-as-a-self-hosted-web-app/
1•mudkipme•36m ago•0 comments

Direct Job Alerts – open-source tool to get new jobs directly from employers

https://github.com/orasik/direct-job-alerts
1•Oras•37m ago•0 comments

Show HN: Paige – A spoiler-free AI book chat

https://github.com/derekmpeterson/paige
1•dualarte•37m ago•0 comments

China's Loongson launches 16-core server CPU built on LoongArch architecture

https://www.tomshardware.com/pc-components/cpus/chinas-loongson-launches-homegrown-16-core-server...
3•unleaded•39m ago•0 comments

Towards a history of the hammock: An Indigenous technology in the Atlantic world

https://link.springer.com/article/10.1057/s41280-025-00379-w
1•bookofjoe•40m ago•0 comments

Agent Identity: Why Every Agent Vulnerability Is a Trust Boundary Failure

https://portkey.ai/blog/why-every-agent-vulnerability-is-a-trust-boundary-failure/
1•segalord•40m ago•0 comments
Open in hackernews

Tokenmaxxing is dead, long live Tokenmaxxing

https://12gramsofcarbon.com/p/agentics-tech-things-tokenmaxxing
16•theahura•1h ago

Comments

aurareturn•1h ago
Tokenmaxxing was just a way to force employees to start leveraging AI in a meaningful way.

For companies that have measured performance based on token spend, they can now dial it back. Employees have learned to leverage AI for things they wouldn’t have prior. Now they know what’s possible and what’s not.

No one is stupid enough to always measure performance based on token spend and have unlimited budget. It was always a temporary thing to transition the employees to a new world.

Chu4eeno•52m ago
The problem is that managers have no idea how this is supposed to help either, and just get told from above to use AI.
herval•46m ago
having heard the arguments made by some VP + C-levels throughout the Tokenmaxxing Tulip Mania, I think the interpretation that those mandates were made intentionally for "forcing employees to start leveraging AI in meaningful ways" is being too charitable. Most companies focused entirely on doing "what everyone else is doing" at best or "to see if Programmer Joe can be as productive as the entire team so we can fire the rest". And many indeed fired employees in droves because they were "underperforming in token spend".
linsomniac•44m ago
That's a very good point. Our company has been very thrifty with our AI spend, until a few months ago the average employee had ~$50 of supported spend and I was trying to be an AI leader in the company and figure out what was and was not possible, I had a $100/mo spend (Claude $100 service costs $108/mo).

We are now seeing that Claude Code can do a LOT of heavy lifting in our day-to-day work, but the bulk of our employees are stuck cost-maxing and literally cannot "imagine how you are running into your session limits". "I'm fine with the $20/mo account."

There's a case for the cost-maxing has hurt our company.

baconmania•42m ago
The implication that tokenmaxxing was an intentional and thoughtfully considered approach rather than blind hype-following by an overpaid manager class who are too far removed from value to understand the downsides of LLMs is hysterical beyond belief.
BobbyJo•16m ago
Yeah, the rationalization after the fact is kind if absurd. IME, the reasoning underlying tokenmaxxing at the corporate level was "we need to leverage AI as much as possible as fast as possible because we're scared our competitors will find some leverage before us".

Definitely not some measured, long term, rational out of the gate.

tough•7m ago
Worse, tokenmaxxing has been pushed by the labs hoping to charge those tokens by the pound on their API prices eventually, even if temporarily hiding such costs behind "highly subsidized plans" or frequent bug-induced "reset buttons"
arexxbifs•32m ago
It really wasn't. It was a moronic move fueled by hype, implemented by the same type of incompetent business leaders who previously, to various extents, drank the blockchain and metaverse kool-aid.

There was demonstrably zero cost or consequence analysis, which is also why it was dialed back as soon as the (still) subsidized tokens became just slightly less subsidized, and the wise leaders realized they spent huge sums of money with no way of gauging ROI.

LLMs may have their use cases, but let's not make up free excuses for blithering idiots who, by any rights, should all be fired for cooking up money-burning policies that are textbook implementations of Goodhart's law.

Anyway, just needed to get that off my chest.

witx•32m ago
You're naive, uninformed or turfing if you think companies are still not tokenmaxxing.

Also tokenmaxxing was never an intentional and smart strategy employed by companies like you say. It was a mix of fear of missing out, signaling to investors they were in on the hype and recouping investmenets in data centers

aurareturn•6m ago
Yes, and Uber was trying to recuperate what investments in data centers?

Come on now. Let's not think that we are all smarter than management at these companies.

clickety_clack•29m ago
People in small teams with managers promoted from within could probably have had this in mind.

Big Corporate managers are much more likely to have felt the need to “do AI” from their VPs, who in turn got it from the executive team, who have probably been under fire to produce a coherent magical AI strategy that makes to company scale infinitely while reducing costs. In that environment it’s much more likely to be copy-and-pasted charts from Gartner and buzzwords overheard at conferences, combined with the hope that somebody somewhere will eventually turn it all into something that resembles forward movement.

catlifeonmars•27m ago
Do you have a source for this?

> Tokenmaxxing was just a way to force employees to start leveraging AI in a meaningful way.

> It was always a temporary thing to transition the employees to a new world.

Trying to understand your justification for rejecting Hanlon’s razor.

aurareturn•11m ago

  Do you have a source for this?
Yes, my own company's decision and logic.
flunhat•5m ago
An insane re-writing of the last year of bullshit insanity. Good one.
linsomniac•51m ago
>I’ve basically never heard a business leader say that they were going to set a bunch of money on fire because it made them feel good.

Really? ~4 years ago our CEO hired a consultant to fly out several times to do team building exercises. We can't afford to do our 3-year server refresh cycle, but the consultant was no problem to pay.

We just recently had branding consultants come in and also spent thousands of dollars (AWS charges) on rebranding all our photos. We operate in a captive market, if you want to operate in our market you are required to subscribe to our service, and if you aren't in our market you can't subscribe. Branding at the end of the day drives 0 sales.

Heck, reminds me of the time a company I was working with hired a new CTO and one of the first things he did was as "server renaming scheme" using obscure (to the US-centric staff) city names from around the world (database servers are Swiss city names, web servers are Denmark, storage is Finland). We went from cattle naming to pet naming, for a CTO that lasted ~6 months.

In my experience company leadership is not quite as thrifty as this article likes to think they are.

EA-3167•49m ago
To be fair leaders usually don't say that, they say a whole lot of nothing that means "We're gonna set money on fire because it makes me feel good."

Or more accurately, "Because this is good for my career."

behnamoh•34m ago
Tokenmaxxing was never a thing to begin with. Just because a few companies did it doesn't mean it was a widespread phenomenon.
j45•18m ago
Beyond getting momentum going for a cmpany, Tokenmaxxing is lighting money on fire.

The idea of tokenmaxxing reaches different companies in different waves, so it will be discovered in waves and outgrown in waves in companies and industries in their own cycle.

In the long run, tokenmaxxing is like drunken sailor spending. Scaling is almost always about a large component of efficiency, and lighting money on fire in the street can only last so long.

fraywing•13m ago
Brute forcing positive outcomes by spending more tokens until a happy path manifests does not solve the underlying comprehension (and liability) problem.

I fear a world where critical software is stood up with increasingly non-human governed abstraction because it [seems like it] works.

Software engineers as the review terminal in a conveyor of business-led code mass production... coming to a company near you?

gausswho•12m ago
It's AI usage mandates now, but rather than focusing on how the current hot topic has ripped through the business world, often without benefit nor repercussions at leadership, I'd prefer to analyze the higher pattern. We've recently experienced such ripples as the metaverse, blockchain/nft/web3, 'the cloud' (and a minor wave of cloud gaming). There was even a teacup buzz of 'apis', oddly disconnected from the semantic web.

Why do such fever dreams occur at all? Are they getting more prevalent? More damaging? Do they jepaordize the global economy? Should they be regulated in some fashion?

I can't prove my case, but I think it's a symptom of media manipulation/consolidation, the 'fiduciary duty' delusion, and that shareholders can hold the puppet strings tighter than they used to. More and more, they place their sillytown bets and expect the plebs to dance to them.