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Learn Claude Code by doing, not reading

(claude.nagdy.me)

Side note: I don’t know what Anthropic changed but now Claude Code consumes the quota incredibly fast. I have the Max5 plan, and it just consumed about 10% of the session quota in 10 minutes on a single prompt. For $100/month, I have higher expectations.
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This is a serious problem with the fact that it's nearly impossible to understand what a "token" is and how to tame their use in a principled way.

It's like if cars didn't advertise MPG, but instead something that could change randomly.

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The opacity isn't accidental. When customers can't forecast cost, they can't build an internal business case to switch, which is more durable than lock-in from product quality. The first AI coding vendor to offer deterministic $/task pricing will own enterprise procurement conversations. Right now the entire market is hiding behind 'tokens' specifically to avoid that comparison.
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Relevant post: https://modal.com/blog/dollars-per-token-considered-harmful

(disclaimer: I work with the author)

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Like if cars measured fuel efficiency or range using the knobs in the tread on your tire.
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I'm very surprised to see enshittification starting so early. I was expecting at last 3-4 years of VC subsidized gravy train.
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I noticed 1M context window is default and no way not to use it. If your context is at 500-900k tokens every prompt, you’re gonna hit limits fast.
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I had to double check that they'd removed the non-1M option, and... WTF? This is what's in `/config` → `model`

    1. Default (recommended)    Opus 4.6 with 1M context · Most capable for complex work
    2. Sonnet                   Sonnet 4.6 · Best for everyday tasks
    3. Sonnet (1M context)      Sonnet 4.6 with 1M context · Billed as extra usage · $3/$15 per Mtok
    4. Haiku                    Haiku 4.5 · Fastest for quick answers
So there's an option to use non-1M Sonnet, but not non-1M Opus?

Except wait, I guess that actually makes sense, because it says Sonnet 1M is billed as extra usage... but also WTF, why is Sonnet 1M billed as extra usage? So Opus 1M is included in Max, but if you want the worse model with that much context, you have to pay extra? Why the heck would anyone do that?

The screen does also say "For other/previous model names, specify with --model", so I assume you can use that to get 200K Opus, but I'm very confused why Anthropic wouldn't include that in the list of options.

What a strange UX decision. I'm not personally annoyed, I just think it's bizarre.

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`/model opus` sets it to the original non-1M Opus... for now.
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Thanks. I quickly burned through $100 in credit when I started using Opus 4.6 in OpenCode via OpenRouter. My session stopped and was getting an error not representative of credit availability, so was surprised after a few minutes when I finally realized Opus just destroyed those credits on a bullshit reasoning loop it got stuck in. Anthropic seems to know that the expanded context is better for their bottom line as they've defaulted it now.

And as others have said it's very easy to burn token usage on the $100/month plan. It's getting to the point where it's going to very much make sense to do model routing when using coding tooling.

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export CLAUDE_CODE_DISABLE_1M_CONTEXT=1
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Anthropic is not building good will as a consumer brand. They've got the best product right now but there's a spring charging behind me ready to launch me into OpenCode as soon as the time is right.
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Would you use Opus if you switched to OpenCode?
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I'd like to use Opus with OpenCode right now to combine the best TUI agent app with the best LLM. But my understanding is Anthropic will nuke me from orbit if I try that.
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OpenCode with a Copilot Business sub and Opus 4.6 as the model works well
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You can use Opus with OpenCode anytime you want, just not with the Claude plan. You can use it via API with any provider, including Anthropic's API. You can use it with Github Copilot's plan. The only thing you can't do without getting banned is use OpenCode with one of Claude's plans.
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I've heard this a few times lately, but this past weekend I built a website for a friend's birthday, and it took me several hours and many queries to get through my regular paid plan. I just use default settings (Sonnet 4.6, medium effort, thinking on).

I'm guessing Opus eats up usage much, much faster. I don't know what's going on, since a lot of people are hitting limits and I don't seem to be.

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Even with Opus I don’t usually hit limits on the standard plan. But I am not doing professional work at the moment and I actually alternate between using the LLM and reading/writing code the old fashioned way. I can see how you’d blow through the quota quickly if you try to use LLMs as universal problem solvers.
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what they changed was peak vs off-peak usage metering.

using it on the weekend gets you more use than during weekdays 9-5 in US eastern time.

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I waited until off peak hours to use Opus 4.6 to do some research. One prompt consumed 100% of my 5h limit and 15% of my weekly usage. Even off peak it's still insane. Opus didn't even finish what it was doing.
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I'm surprised it's during east coast working hours and not west coast.
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the speculation i read was that it's trading hours, and they're getting a lot of load from the finance industry
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Technically, this was Friday morning, so I think I was still in peak hours.
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I've been jumping from Claude -> Gemini -> GPT Codex. Both Claude and Gemini really reduced quotas and so I cancelled. Only subbed GPT for the special 2x quota in March and now my allocation is done as well.

I decided to give opencode go a try today. It's $5 for the first month. Didn't get much success with Kimi K2, overly chatty, built too complex solutions - burned 40% of my allocation and nothing worked. ¯\_(ツ)_/¯.

But Minimax m2.7. Wow, it feels just like Claude Opus 4.6. Really has serious chops in Rust.

Tomorrow/Wednesday will try a month of their $40 plan and see how it goes.

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Minimax 2.7 is great. Not close to Claude but good enough for a lot of coding tasks.
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They need to get to profitability because that sweet sweet Saudi subsidy cash is gone gone.
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Looks like they are falling victim to their own slop. This smells a lot like the Amazon outages caused by mandated clanker usage.
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Reminds me of when I would mess with my friends on "pay per text" plans by sending them 10 text messages instead of just 1. I should start paying attention to unattended laptops and blow up some token usage in the same manner.

It's almost like an evolution of bobby tables.

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things are rough out there right now
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I use claude code every day, I've written plugins and skills, use MCP servers, subagent workflows, and filled out the "Find your level" quiz as such.

According to the quiz, I am a beginner!

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Did anyone not get beginner?

I got it as well.

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I responded with a mix of mostly B and C answers and got “advanced.” Yet, as pointed out by another commenter, selecting all D answers (which would make you an expert!) gets you called a beginner.

I can only assume the quiz itself was vibe-coded and not tested. What an incredible time we live in.

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Or that it's taking into account the Dunning-Kruger effect. In that, if you think you are an expert in all cases, you are really a beginner in everything.
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I'm a beginner with agentic coding. I vibe code something most days, from a few lines up to refactors over a few files. I don't knowingly use skills, rarely _choose_ to call out to tools, haven't written any skills and only one or two ad hoc scripts, and have barely touched MCPs (because the few I've used seem flaky and erratic). I answered as such and got... intermediate.
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Strongly agree with the sentiment, but I'd say if you're familiar with the terminal you may as well just install it and truly 'learn by doing'!

I could see this being great for true beginners, but for them it might be nice to have even some more basics to start (how do I open the terminal, what is a command, etc).

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People will do anything to avoid RTFM.
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Many of the same people probably use LLMs to avoid having to WTFM, so I’m not surprised.
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find your level -> answer D to everything -> you're a beginner! And I thought I have high standards...
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Is that quiz correct? I have answered mostly C or D and maybe a few of B, but still got "Beginner". How?!
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The quiz is super weird too. They A-C are knowledge questions D is something you’ve done.
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I love the pedagogical approach here and the ability to easily hone in on your level before diving into content. Your approach would work really well for other subjects as well.
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Why wpuld anyone want to "learn" how to use some non-deterministic black box of bullshit that is frequently wrong? When you get different output fkr the same input, how do you learn? How is that beneficial? Why would you waste your time learning something that is frequently changing at the whims of some greedy third party? No thanks.
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One of the things you can learn is how to get consistently useful results out of it despite it being a non-deterministic black box.
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Because you will soon be working for it unless you learn to make it work for you.
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It's fucking insane that we all have to pay rent every month to an AI company just to keep doing our jobs.
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there is certainly a future where this isn't the case. Learning how to use AI and use it in your workflows will likely for sure be a part of any serious dev's future, but being beholden to a data center does not seem to reflect reality. Consider all the 5m-8m models and how powerful they are today compared to what the best models did 2 years ago. If you want to stay absolute bleeding edge model wise, sure you'll be stuck at a data center for some time...

Why isn't this just kinda seen as a repeat of the original birth of computers? Consider the IBM 350 (3.5mb) rented in the 50s for thousands per month. Now I have a drawer filled with SD cards that go up to 128gb that i cant even give away.

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you literally don't have to. you can literally just keep doing your job the way that you always have.
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I probably won't have a job for much longer if I do that, unfortunately
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I don't think that is true.
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I think it's funny and interesting how LLMs are commoditizing information generation. It's completely expected, but also somewhat challenging to figure out what the best combination of "learning" "fact" systems is.

I'd be curious to know more about how this compares to other approaches.

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AI comment.
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Are people again learning a new set of tools? Just tell the AI what you want, if the AI tool doesn't allow that then tell another Ai tool to make you a translation layer that will convert the natural language to the commands etc. What's the point of learning yet another tool?
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I haven't used Claude, but the problem seems to be not refusal, but cheerful failure. "Sure, I'll help you with that!" And it produces something wrong in obvious and/or subtle ways.
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I cannot decipher what you mean, have you mixed up the tabs, and wanted to post this somewhere else?

The linked site is a pretty good interactive Claude tutorial for beginners.

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I don't understand the purpose of a tutorial for a natural language ai system.
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That's like saying there's no point in attending a lecture on "how to get the best out of your time at University" because University courses are taught in spoken language so you could just ask the professors.
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Claude Code is a tool that uses natural language ai systems. It itself is not a natural language ai system.
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The idea that AI can write code like a seasoned software developer but not being able to use its own tooling that can be learned through 11 chapters tutorial doesn't make any sense.
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sounds like you might benefit from a tutorial!
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Nope, why would anybody type commands to a machine that does natural language processing? Just tell the thing what you want.
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"Part of the initial excitement in programming is easy to explain: just the fact that when you tell the computer to do something, it will do it. Unerringly. Forever. Without a complaint.

And that’s interesting in itself.

But blind obedience on its own, while initially fascinating, obviously does not make for a very likeable companion. What makes programming so engaging is that, while you can make the computer do what you want, you have to figure out how."[0]

- [0] https://www.brynmawr.edu/inside/academic-information/departm...

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Yes, but you gotta learn what is possible.

I wouldn't have the thought to say to the machine to compact its context if I didn't know it has context and it can be compacted, right?

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Why do I need to tell the machine to compact its context? This feels like homework and/or ceremony.
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Because the machine is a tool and tools use proper and improper usage.
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Good point, but IMHO the learning material for this should be the basics of LLM.
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I think somewhere between 2016 and 2026 the market realized that programmers _love_ writing tools for themselves and others, and it went full bore into catering to the Bike Shedding economy, and now AI is accelerating this to an absurd degree.
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Me too, I love writing tools for myself and end up yak shaving all the time but why there's a tutorial for a machine that understand human language? Just type down your inner monologue and it will do it.
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honestly, the biggest reason i deep dove on proper .claude stuff, was because im a cheap ass. I saw someone mention their agents/ that delegates to cheaper models, and figure that was a way I could reign in my own overall usage, and its been true so far. Im sure im one of the very few heavy claude code users that still stubbornly sits on the pro version. It won't be forever, if i land an important contract or job, I'll pretty quickly hop to max or whatever, but for my own usage right now, im getting by.

Sure, maybe this stuff isn't crazy relevant 2 years from now, but right now? Giving your agent a clean way to navigate and delegate tasks to keep that context window clean? its 100% vital.

edit: hop to max*

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I continue to find the non-stop claude spam fascinating. Gemini and ChatGPT have been very good for my needs, Claude not so much. Every week, if not every day, Claude spam is all over this site. But barely a peep about Gemini or ChatGPT coding capabilities.
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Tool de jour, similar to web framework of the month etc. Gemini and ChatGPT are just as useful
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That’s good to know your personal preferences. Please keep us posted!
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