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Proof of work vs. intelligence.

That's still the point though.

I get that you're saying the model might get a higher score because of luck, but at the same time you want the model to be "lucky".

I wish Argon were as lucky as Opus.


The scores look similar to how it feels to use Argon: great at world knowledge, not so good at coding compared to Opus.

It's hard to understand the phased rollout of a model that isn't particularly sota, unlike Mythos a few months ago.


they are too afraid of botched launches

Argon has been so disappointing that I don't know what to think. It feels like an older-generation model, except for its world knowledge.

The problem with Argon, that makes it feel like older models to me, is that it stops and waits for confirmations far more often. If run (in a VM or container) in the dangerously skip permissions mode, it gets a lot less annoying. It feels quite smart and thorough, to me, though still lagging Opus 5.5. I'd be fine using it instead of Opus for most things.

This post explicitly says that's been improved in Carbon. So, here's hoping. Google currently has the most generous usage limits on their $20 plan among US providers, so it's a pretty good deal.


I wonder if it's better in Antigravity? Their harness might help some? I haven't tested Argon out.

I'm talking specifically about using it in Antigravity CLI.

> Google currently has the most generous usage limits on their $20 plan among US providers, so it's a pretty good deal.

Are you saying when you use Argon in antigravity it has generous token usage? I forget if I tried it with antigravity but my experience with using it as a chat bot was the usage limit was terrible.


Yes. For similar tasks using Antigravity+Argon vs. Codex+Astra vs. Claude+Opus, Gemini has the most generous limits on the $20 plan. Since the ChatGPT limits got nerfed last month (or whenever, I can't keep up), the $20 ChatGPT plan is very stingy. With similar tasks I'd see 2x-3x faster consumption using Codex+Astra vs. Antigravity+Argon. I could casually code all day on the $20 Gemini plan, using Argon on Medium, without ever bumping into the limit, which is not true of ChatGPT or Claude $20 plans (but used to be true of ChatGPT). If I were using automated tools and doing a bunch of things at once, I'm sure I could saturate it, but I don't think most humans are very good multitaskers even with agents doing most of the work, so I tend to stay pretty engaged with what's happening and while the agent is working, I'm spending time looking over the previous work, testing, editing docs, etc. I'm not juggling five projects at once, most of the time.

The order of generosity, as it seems to be from my limited testing is currently Gemini->Claude->ChatGPT. (And, if we're including Chinese subscriptions, Kimi is below all of those. Very stingy.)


It’s also worth noting that, on antigravity, within the same 5-hour and weekly timeframes, the models work for the whole group, and Claude and GPT share the same group. So it’s more generous than the distributors themselves :)

Medium or High? Depending on the task, you might want to switch between them.

You are paying API prices, and 6.1 Terra gets you 90% of what 6.1 Sol gets you at half the price.

My understanding is API prices are more expensive then monthly plan, is this true?

My plan for OpenAI recently expired and now I’m thinking to test Anthropic ecosystem. My primary use case is programming only.

Should I go with API use or subscription? For coding harness, I jump between codex, OpenRouter, pi, whatever coding harness is trending on that day


Individuals are not paying API prices for coding. Everyone uses a subscription.

Anthropic does not allow you to use 3rd party harnesses -- you have to use Claude Code. Claude Code is an excellent harness, though.

If you want the freedom to move between harnesses you should use OpenAI or xAI


Subscriptions provide thousands of dollars' worth of tokens if measured at API prices. While the value was once absurd, it is now slightly lower but still much cheaper.

anthropic subscription does not allow 3rd party harnesses i believe

It is: Fable 5.5 will be better than Opus 5.5. Opus 6 will be better than Fable 5.5, Fable 6 will be better than Opus 6, etc.

I wish Opus 5.5 had an alternative just for the sake of not having a monopoly, but I have yet to see a model live up to its benchmark scores except for Fable and Opus; there is something about Anthropic that no other lab has.

What kind of coding/tasks? I find all of the main ones, including the Chinese ones, to be basically on par. Enterprise programming (CRUD all the way down, not simple one though, full ERP)

Just ask Opus and Kimi to build a game about something random, like "make a Mario Kart-inspired game." Opus gives better results most of the time. That doesn't mean you can't get your particular job done with either of these models.

Yep, one shotting games, UI in general, is where I found them to be lacking, it tracks with my experience. They do get there with guidance, to me the quality in one shotting things is not relevant though and I don't find I tracking quality on long horizon tasks.

Astra is very strong.

Yeah, but it's not good enough. Ask Opus and Astra to make a landing page about lemon pies or whatever. Opus will get you a better result almost every time.

Just as some people can run two marathons back-to-back while others get tired after walking around the block, it has to be that way.


Very nice visual and sound experience, congrats!


Thanks a lot!! glad you enjoyed it :)


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