Cyrpto had some interesting takes on these sort of problems that we haven't really applied more broadly.
The way I'd design a job board is require the applicant to escrow X and the job poster to escrow Y*X. Y is is the trust ratio. Given a bad experience, either the side can 'burn' the other and send both escrowed amounts to charity. An okay trust ratio might be 10, meaning they'll give you 10:1 burn ratio. A good one might be 100 or 1000. At that point they are essentially handing you a big stick to beat them with if they misbehave.
This would entirely eliminate spam and ghost jobs - suddenly everyone would be magically really responsive and polite.
Just a recent anecdote, I asked the newest Codex to create a UI element that would persist its value on change. I'm using Datastar and have the manual saved on-disk and linked from the AGENTS.md. It's a simple html element with an annotation, a new backend route, and updating a data model. And there are even examples of this elsewhere in the page/app.
I've asked it to do why harder things so I thought it'd easily one-shot this but for some reason it absolutely ate it on this task. I tried to re-prompt it several times but it kept digging a hole for itself, adding more and more in-line javascript and backend code (and not even cleaning up the old code).
It's hard to appreciate how unintuitive the failure modes are. It can do things probably only a handful of specialists can do but it can also critical fail on what is a straightforward junior programming task.
SCOTUS is entirely to blame for the chaos here, the courts quickly found the tariffs illegal but they used the shadow docket to stay the ruling causing the illegal behavior to continue for a year.
There are three co-equal branches of government. SCOTUS is to blame for the chaos, but so is Congress. The Republican members of Congress could have joined the Democrats at any point to reassert Congressional power over tariffs and taxation. They chose not to.
They also chose to appoint the conservative majority on the Supreme Court which made these choices.
Any sensible administration implementing such an obviously suspect tariff regime could have easily put the tariffs in a kind of escrow instead of just pretending it's novel policy was trivially constitutional.
Blaming SCOTUS here is not out of the question, but they should not be "entirely" to blame, unless you think it's totally fine to run the Executive branch like you're trying to get away with something. It's not.
Of course not, you're right. I think the parent comment implies the responsibility of the Trump administration, the same way criticizing a botched police response implies blaming a mass shooter for a crime.
A sensible administration would not have used emergency powers to implement worldwide tariffs because they don't like how the world economy is shaping.
Elizabeth Goiten (Brennan Center) testimony to a senate committee on May 22, 2024 (a nice summary of the general issue of executive use of emergencies)
To blame in a second order but this is the admin's work overall, they shouldn't have tried to fund their PACs and pocket this money into their family & friends' bank accounts. Just shows how broken the system is.
My experience is that the 'separate but equal' dual engineering track is largely a myth and that if you want advancement, the manager track is a much more viable track. Even with some of the recent flattening, there are still far more higher level roles for management than ICs. They are also given far more visibility and access inside the company which is extremely valuable in a large org. It also seems a good choice if you're not very good - I've seen bad managers hang around far longer than bad engineers.
AWS actually hosts the models. Security & isolation is part of the proposed value proposition for people and organizations that need to care about that sort of stuff.
It also allows for consolidated billing, more control over usage, being able to switch between providers and models easily, and more.
I typically don’t use Bedrock, but when I have it’s been fine. You can even use Claude Code with a Bedrock API key if you prefer
I’ve been using Claude Code w/ bedrock for the last few weeks and it’s been pretty seamless. Only real friction is authenticating with AWS prior to a session.
Bedrock runs all their stuff in house and doesn’t send any data elsewhere or train on it which is great for organizations who already have data governance sign off with AWS.
+1 to Rust - if we're offloading the coding to the clankers, might as well front-load more complexity cost to offload operational cost. Sure, it isn't a particularly ergonomic or simple language but we're not the ones who have to use it.
Free chat users will get offloaded to the cheapest model heavily RLed to engagement hack and keep users on the platform. Maybe even paid plans if streaming is any indication.
I switched to Claude but the token efficiency and limits are much more noticeable. One or two coding questions and I'm at my session limit. And that is shared with chat too.
I was mostly able to get by with $20 codex but I'll probably have to splurge for the Max plan.
Huh, I didn't know about that. I'm trying Claude Pro for the first time while comparing it against ChatGPT and I'm (sadly) not impressed at the moment.
When I asked both Codex and Claude Code to "look into" an issue of medium-to-high-complexity in a code base, Codex went with the fix I had in mind and directly and made code changes without being asked or at least asking for permission. It only used a few percents of its 5-hour limits to do it, on `High`.
Claude in the meanwhile misdiagnosed the core of the issue on its first pass (even on Opus 4.6 + Thinking). I had to guide it in the right direction and despite being given the 'answer', it was quite a long process compared to Codex' one-shot. And it hit the 5h limit before being able to finish solving the issue.
Hmm, I had the opposite experience when I tried Codex 5.2 after using Claude for almost a year. Codex was on par or better for me at coding, and seemingly a magnitude cheaper.
The problem with "Any Lawful Use" is that the DoD can essentially make that up. They can have an attorney draft a memo and put it in a drawer. The memo can say pretty much anything is legal - there is no judicial or external review outside the executive. If they are caught doing $illegal_thing, they then just need to point the memo. And we've seen this happen numerous times.
Did you guys really think that the jurisprudential issues that became endemic after 9/11 suddenly disappeared because we discovered LLMs?
Let’s put pressure on our government to fix the FISA issues. Let’s reign in the executive branch. But let’s do it through voting. Let’s not give up on our system of government because we have new shiny technology.
You were naive if you thought developing new technologies was the solution to our government problems. You’re wrong to support anyone leveraging their control over new technology as a potential solution or weapon of the weak against those governmental issues.
And, to be clear, the way you affect change in democracy is coalition building, listening to others, supporting your allies in their aims, and in turn having them support you, even when you don’t fully agree or understand. There’s no magic wand, none of us are right, there’s no big picture, just a bunch of people working together.
While I agree that we should be voting in people who will respect the power and authority they're given, I can't imagine we will vote away all these problems.
We would need to vote in a president and 60%+ into congress that is willing to throw away their own power and authority. I just don't see that happening, especially not in a political system so corrupted already.
The US needs a organization doing the equivalent of the Nation Popular Vote Interstate Compact but for candidates and for fixing the US voting system. Get running politicians to sign up for if 60% of you are in office you'll table and vote for a specific already spelled out constitutional reform for more representative voting.
The goal being more than two parties in government so that democrats and republicans can fracture into more functional bodies (MAGA, RINOs, neo-liberal, progressive etc) and people can vote closer to their issues/beliefs and that multiple parties mean 1 party isn't running rushod over the other.
Take a step back: Americans voted for this. They want unaccountable police and courts for the Dirty Harry legal system: maximum indiscriminate violence against those designated as criminals.
I've never seen this on a ballot and, maybe with the exclusion of Trump, never heard a candidate campaign on anything similar.
You probably could make the case that Trump did campaign on it so I'll grant that, but this problem started well before he was even firing people on TV.
George Wallace has been dead for something like 30 years, but yes he was very blatant. I have family that knew him in Montgomery, friends of friends kind of a situation. They don't have good things to say about him.
I don't remember Rudy running on such ideas but maybe he did. Arpeio was running as a sheriff, I would never have voted for him but agreed people did absolutely vote for him in a law enforcement capacity with pretty clear views.
I don't know enough about Gosar or Gohmert to comment well about either.
You are right that this happens in practice (e.g. John Yoo torture memo). However, it is not how the system was intended to function, nor how it ought to function. I don’t want to lose sight of that.
This is all happening in secret. That don't need any memo.
In the unlikely case anyone finds out, those acting in the interests of the administration will have "absolute immunity", as they are "great American Patriots".
not to mention that the government is already bound against using things it buys for unlawful uses. Its a totally redundant clause in a contract that OpenAI is touting to confuse people.
Or best case by the time it’s found out it’s years later, theres a “committee” who releases a big report everyone shrugs their shoulders and moves on. It’s a playbook.
Exactly, and its easy to hide behind things like the Patriot Act if challenged legally.
Its interesting to see the parties flip in real time. The Democrats seem to be realizing why a small federal government is so important, a fact that for quite a few years their were on the other side of.
I think the problem is exactly the opposite. The federal government has the total combined power and scale that it does because we are a massive and complex modern nation. That's inevitable. The problem that we are seeing is that the reigns to that power can be held by too few people it turns out. The checks and balances have ceased to exist. No one is held accountable and people are allowed to be above the law.
The power and scale of governments doesn't have to be correlated with the scale of the society. The concept of nations themselves aren't even a necessity.
I get that this is what we have today and all we've had in recent history, but we are ignoring a huge number of possibilities to assume that being human means always inventing new things, using more resources, creating more weapons, and needing larger and larger governments because someone had to be in charge.
> The federal government has the total combined power and scale that it does because we are a massive and complex modern nation. That's inevitable.
Perhaps massive and complex (I'd say complicated) nation-states inevitably create industrial complexes, but it's certainly not inevitable that nation-states grow so large (or even exist) in 2026.
The idea that we still need soverign-esque entites across entire continents, when we can now communicate and coordinate instantly across them, and use cameras to documents truth all around us at all times, is just downright silly.
We can reduce states to the size that you can walk across in a day or two, and everybody will be much happier and healthier.
The government is forcing a company to change their terms of service, and "threatening" to have them effectively shut down. I say threat, because the SecWar issued an illegal command that no employees, or contractors of the federal could use any Anthropic product at all. He does not have that power.
The way I'd design a job board is require the applicant to escrow X and the job poster to escrow Y*X. Y is is the trust ratio. Given a bad experience, either the side can 'burn' the other and send both escrowed amounts to charity. An okay trust ratio might be 10, meaning they'll give you 10:1 burn ratio. A good one might be 100 or 1000. At that point they are essentially handing you a big stick to beat them with if they misbehave.
This would entirely eliminate spam and ghost jobs - suddenly everyone would be magically really responsive and polite.
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