Many people are using AI auto apply tools these days. In comparison, applying to 36 jobs is nothing. I'd encourage him to apply to many more roles. Even though it's not ideal, that's the state of job applications today. We're working on improving the hiring process at levels.fyi. If you're a recruiter / hiring manager get in touch (email in profile)
Is it worth using these models if I have a claude code subscription already? The appeal of lower cost is nice but I haven't gotten over the switching cost yet.
FYI, you can use your Claude subscription pricing with OpenCode via Meridian[0], which also makes it easier to try out other models when they come out. You can also use your other subscriptions in OpenCode with CLIProxyAPI[1]. The switching cost was relatively high, mostly from claude code plugins but completely worth it. I'm now mostly using GLM-5.3 and Codex models via OpenCode and barely using Claude which seemed unfathomable less than two months ago.
I'm sometimes tempted to use these sorts of proxies, but I always worry that the hacks they have to use to wrap the upstream tools and APIs is going to mess with my downstream harness/agent.
Use a unified proxy that lets you switch between models seamlessly. We are far from an equilibrium in this market and you will continue to have FOMO no matter who you pick if you go all in on one company
I use the $200 plan w/ Anthropic and run out of tokens half way through the week and supposedly they are progressively reducing the limits on all their subs even further.
At some point I will switch, $200 buys a lot of tokens on OpenRouter.
Is the conventional wisdom that the subscription price/token is better than the API price/token not valid any more? Or is access to model diversity worth the increased per token costs?
If anything, it's going to be more expensive. Price/performance ratio isn't there yet for frontier open weight models.
But regardless, you definitely should use a harness where switching models on the fly is easy. There's a reason why Anthropic uses their own proprietary formats/conventions anywhere they can - to lock you in when inference eventually commoditizes.
yes, but the GLM subscription gives you barely more usage than you'd get just paying API rates. it's not subsidized like the claude or chatgpt subscriptions are.
To Grok's credit I think it's fairly good as a creative writing tool because it can be very "spontaneous" and it naturally seems to use an informal style. It also lacks a lot of the words and phrasing Claude and OpenAI get hyper-fixated on.
IDK if this is emergent from being trained on an endless trough of Twitter shitposts but compared to how stiff the rest are, I consider it a feature. I wouldn't use it for anything important though, heh.
Ah creative writing - the domain where AI is failing to actually generate any economic value while absolutely devastating the ways in which people have traditionally found artistic expression.
Even that is kind tbh. The company is so poorly run and the leader so controversial that it makes it irresponsible to build anything serious that relies on their products. Other than the rocket part of the business, everything else under the SpaceX umbrella is a nonstarter.
Starlink arguably is not the rocket part and its the most profitable piece, it held together the rocket side of SpaceX and he expanded research and development.
It's so bizarrely run that it's hard to decide what counts as a "comparable outfit"? It's a Space company crammed together with several deeply unprofitable and embarrassing investment companies the founder bought as a part of a transparent grift to cover his mistakes and his only argument is a vague promise of "data centers in space", after over a decade of promising similarly ambitious things that have never happened.
Compared to the other AI companies? It's got even less revenue and product/branding decisions that have it fundamentally incompatible with any of the customers that would result in it becoming a leader.
Compared to other companies of similar revenue? That would be like... uh... Carnival Cruises? lol the fact that it has a valuation where it does is only due to corruption and politics. Oh, sorry Carnival Cruises had actual revenue last year, SpaceX was -$1.9B.
Maybe I'm just in my media bubble, care to share the experts out there explaining how it's a great company whose valuation makes any sort of sense?
Who cares what leaders say, they all lie, it's about what they actually get done and Musk has gotten a lot done even if he promised much and more. Words don't matter, only outcomes do.
> leader who has been lying to his customers for a decade
Over Tesla Autopilot/FSD? Or something else?
If autopilot/FSD, not only is yours a false description, even if it weren’t it would not have bearing on the overall conclusion about whether or not SpaceX is run well.
Grok 4.5 is Opus (perhaps 4.6 or 4.7 or so) class at coding, at a very high speed and a fraction of the cost. It beats Gemini models, even the latest 3.6 Flash, at every metric.
> And I think OpenAI has solved more open math/ stats/ CS problems.
Still surprises me that OpenAI seems to lead in this one weird niche, I wonder what causes GPT to be able to routinely pull this off, there was one instance where some random 18 year old broke some mathematical question without knowing more than high school math if I remember correctly, all because of GPT.
> Claude often makes better looking interfaces and designs
How do you even qualify this? Either by "Well, when you're not specifying anything about it in the prompt" and then it almost doesn't matter at all, or by what actually goes into the prompt, then again it doesn't matter at all what model you use, more about the person driving it.
Too often people were getting down-leveled because they didn't know any better. The level comparisons we show on the homepage compare scope and responsibilities. People frequently think levels are based on compensation but compensation is the byproduct of it.
