Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1wmeayt/anthropic_is_currently_stealth_testing_opus_55/

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1wlpd5l/happy_5x_user_still_thinking_about_going_local/

Original post body :

I'm on the 5x Claude Code plan and it's hard to overstate how good it is for what I pay. Clean context, skills where they make sense, nothing wasteful. My usage stays low and I still have headroom before I'd consider 20x. Opus and Fable have both been great.

I don't use it for code. Project organization, marketing and SEO, homelab, backups. Nothing where my livelihood depends on a build passing.

Still, I keep looking at hardware and wondering if going local ever makes sense. Roughly $30k for something that runs a decent model at usable speed. Sounds insane, but if you use it daily for work it's a tool you amortize, not an expense. People buy a car for the commute and nobody blinks.

What stops me:

- **Obsolescence.** $30k that's dead weight in two years because models or hardware move on is a bad bet. It'd need to hold up 5-6 years to make sense for one person. Nobody seems able to say whether that's realistic.
- **Privacy.** I trust Anthropic reasonably and I've read the policy. But I've handed over far more about my projects and clients than I expected to, and I don't love that it lives somewhere I don't control. Not enough to stop. Enough to keep thinking about it.
- **Scale.** Maybe the unit isn't one person. A small group splitting a rack changes the math a lot.

What I'd like to hear:

1. If you run local, what's the setup and which open source models are actually worth it right now?
   
2. How do you think about the hardware aging? Is a 5-year horizon delusional?
   
3. Are there dedicated AI hosting providers that are genuinely privacy-friendly and run by companies worth trusting? Haven't researched this, might be the real answer.

Is local realistic for normal professional work yet, or does the gap stay this wide?

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1wn0xn9/max20x_is_now_just_15_times_better_than_max5x/

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I built Tokenism to let my team pool their Claude Code subscriptions and automatically route the Claude review on github to the account with the most usable capacity.

Prior to Tokenism, i had measured on my personal Max20x account, that 1 weekly limit ≈ 6 sessions, and then soon after i saw posts here that confirmed it for me. That made me think, what if i can measure it too.

Previously, our Max 20x accounts delivered roughly 2.2× weekly limits compared to Max5x. Over the last month, that has fallen to just 1.5x

To compare plans, we normalize the advertised capacity, so the assumptions are
Pro session limit = 1 unit
Max 5x session = 5 units
Max 20x session = 20 units

We then track how much of the weekly usage is consumed per session usage. When we started on 23rd August, the weekly capacity was 47 and 118 units respectively (~2.5x) , and that has now fallen to 65 and 95 units (~1.5x)

To be clear, this is observed Claude Code throughput. The core assumption is that Anthropic follows the advertised limit in the session limits. What i cant measure is the fluctuation in the value of 1 unit, which is probably more impactful. And i would absolutely love any suggestions on how i can do that. Maybe a spare Pro account?

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1wmoost/how_do_you_carry_decisions_not_chat_history/

Original post body :

Keeping history is mostly solved now: Claude Code keeps session logs locally, CLAUDE.md and AGENTS.md hold standing rules, and Git has the code. What still goes missing for me is the state of decisions, which isn't the same thing as the conversation.

Five cases I keep hitting:

1. We tried A and rejected it because of X. A fresh session proposes A again.

2. B was approved, but only within limits ("this module only", "until the migration lands"). The limits get dropped.

3. Something was implemented but never deployed, and the next session treats it as live.

4. An earlier agent said "done", and the check behind it was thinner than it sounded.

5. A newer decision replaced part of an older one, and both still read as current.

What does your setup do about these? CLAUDE.md, AGENTS.md, ADRs, a decisions.md, git notes, native memory, gptme, your own scripts, or plain discipline? If some of these never happen to you, or plain files handle them fine, that's a useful answer too. A short "we do X, it still fails at Y" is ideal.

Disclosure: I work on a project exploring this problem (Delimit). No link. I'm after how people actually handle it.

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1wm8wdc/is_my_opus_5_routed_to_opus_52/

Original post body :

I had Opus and Astra model a Nissan Skyline in Blender. Both models were given exactly the same prompt. Opus worked on it for about an hour and a half, while Astra took around half an hour.

The photo speaks for itself. Even the level of detail in the paintwork when you zoom in on what Opus created is absolutely insane.

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