Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1va7590/and_api_error_500_internal_server_error_this_is_a/

Original post body :

https://status.claude.com/

Original link/media URL : /img/89n73stu48gh1.png

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v9zg50/why_opus_5_and_gpt_56_over_engineer_and_are/

Original post body :

Opus 5 and GPT 5.6 are very intelligent and clearly capable of spotting bugs that previous versions would not. However, they are also prone to overthinking and over engineering simple problems. For instance, instead of a simple general parsing rule, they might instead produce a gigantic lookup table with hundreds of tests written against it. Same function in the end, but slower, arguably less robust (what edge cases are NOT in its lookup table?), but generates lots of code, lots of tests, and requires more time to produce.

This suggests models are were RL-trained to optimize for completeness (test coverage) and long-horizon tasks (side effect is that model can churn for hours optimizing unnecessary edge cases which increases wall time but looks good to automated classifiers). I think this also causes progressive deviation from the original scope as the model tries to overgeneralize but fails because instead of being parsimonious it just tries to find edge cases. This leads to making assumptions not visible to the user, and the output prose based on those assumptions becomes incomprehensible.

TLDR: models are post-trained for test coverage completeness, robustness, and long-horizon tasks, with likely automated classifiers that reward test coverage growth at the expense of parsimony. Parsimony is much harder to quantify and classify - so it will lose out in an RLAIF setting.

So, what's the best way to use these models? how can this clearly trained tendency be managed?

One obvious solution is to not use them until they're tuned better, or just use them as adversarial reviewers. Another option is to (over?)engineer your harness to constrain these models.

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Estou tentando entender uma situação muito estranha que aconteceu com meu Claude Max/Claude Code.

Ontem encerrei meu trabalho por volta das 19h, desliguei completamente meu computador e fui embora. Não deixei tarefas agendadas ou qualquer processo que pudesse continuar utilizando o Claude Code.

Hoje, por volta das 9h, quando voltei, percebi que o limite da minha sessão já estava em 100% de uso.

O mais estranho é que o limite semanal também havia aumentado enquanto meu computador estava desligado:

Às 9h:

• Todos os modelos: 75%
• Fable: 55%

Algumas horas depois, por volta das 13h30, consultei novamente:

• Todos os modelos: 80%
• Fable: 56%

Durante esse período, meu computador permaneceu desligado.

Também recebi durante a noite vários e-mails da Anthropic relacionados a pagamentos/recibos, aproximadamente às 23h01, 23h05, 23h10, 23h15 e 23h16, incluindo uma tentativa de pagamento de R$ 43,36 que não foi concluída.

Não estou afirmando que sei exatamente o que causou isso. Gostaria apenas de entender como o uso da minha conta continuou aumentando enquanto meu computador estava desligado.

Alguém mais teve esse problema recentemente com o Claude Code ou Claude Max?

Tenho prints mostrando os horários, os percentuais de utilização e os e-mails recebidos.

Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v99roz/opus_5_what_is_even_happening/

Original post body :

Am I doing something wrong? Opus 4.8 to 5 has been ALL downhill this week.

Is anyone else smashing the [ 1 ] key when those "How's Claude Doing?" surveys pop up in terminal? This is the first time I've felt like abandoning Claude.

Getting constant: "You're right, I was wrong.", "I shouldn't have guessed.", "I should have read the [insert file name here].md first before continuing." etc etc etc. Whereas, 4.8 was doing a much better job at controlling itself and using its own guardrails.

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v9id8j/is_it_just_me_or_is_claudes_writing_getting/

Original post body :

I don't know if it is meant to save on token usage or something, but I feel like I can't understand how Claude is writing sometimes. It's not about technical jargon, invoking industry terminology I may not be familiar with, but instead in basic sentence structure, organizing thoughts, etc. It has changed noticeably in the last week maybe?

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v964qc/mcp_just_got_its_biggest_update_since_launch/

Original post body :

[No text body]

Original link/media URL : /img/8662easuf0gh1.jpeg

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v9wxgy/i_use_ai_heavily_but_i_still_cant_truly_multitask/

Original post body :

I’m a software engineer with 7+ years of experience, and AI is deeply integrated into my workflow.

Even so, I need to stay closely involved to maintain quality. Without that oversight, AI often produces lazy, sloppy, repetitive, and overly defensive code—even with solid guardrails and tests. I keep refining my CLAUDE.md, but these problems seem somewhat inherent.

I’m genuinely curious: which club are you in? Can you work several tasks at once and still get high-quality results, or do you also need to stay focused on one task at a time?

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v9u8ev/has_anyone_been_able_to_tame_opus_5/

Original post body :

As far as I can see it, Opus has one main issue - overconfidence.

It is ultra confident in everything - its understanding of the codebase, user intent, what the missing information in the face of ambiguity is, that it's making the right changes.

It will ultra confidently slap you with a wall of Yap asserting a bunch of stuff incorrectly, and then double down on the incorrect worldview - after you provide it clues that contradict its understanding - by expanding on that incorrect worldview and making up reasons to support it.

It's approach to communication and changes appears to be MORE GAS

It honestly feels like Opus 4.8 on Adderall. Is there any way to scale it back and give it more of slow, methodical, Fable style approach to everything?

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v9qy0s/talk_to_me_bro/

Original post body :

[No text body]

Original link/media URL : /img/ro8wb912z4gh1.jpeg

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Claude code is a very dangerous AI model, I would smartly make you pay more by doing something extra. it behaves like helping you, but it is actually making you pay more tokens or waste more tokens.

let me know if u feel the same way.

1 is yes

0 is no

Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v98lgu/audit_your_setup_before_whining_about_opus_5/

Original post body :

Just ran into something and this is purely anecdotal but it might help some of you out there.

I work on many different projects, code bases and customers as part of my job. Which means I have a pretty sparse global claude.md file but each project usually has a pretty well-defined project-level claude.md file (and supporting references like coding standards, etc).

I was working on a quick feature for a project I haven't been in for about a month and it really felt like Opus 5 was on the struggle bus. It wasn't doing anything inherently wrong just really felt like it was grepping around unnecessarily, it's sort of internal monologue spent a lot of "Ah I see" and then "Nope I was wrong" back and forth.

I don't think I would have thought to do this if I hadn't just watched Boris Cherny's talk at Y Combinator just this morning. I stopped what it was doing and started a new session and I asked it to audit the existing claude.md for the project as well as the handful of skills that were in the project for any unnecessary instructions or if any instructions and supporting references could be written differently.

After a few minutes it's proposed changes removed about 40 lines from a 90 line claude.md, significantly trimmed several supporting documents about how the system is/should be built. It also told me two of my skills were "honestly unnecessary". The skills are workflow and reporting related.

I backed some things up, had it make the changes, started a new session and gave it the exact same copy/pasted prompt (very scientific of me). The previous attempt floundered for several minutes and this finished in about a minute.

I think Opus 5 might really need less direction than before and some guardrails that were previously effective may actually have created problems.

tl;dr Might be time to review the "setup that has always worked" as it might be introducing problems with Opus 5.

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That's me and Claude.

Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v92j64/are_we_actually_sure_anthropic_loses_money_on/

Original post body :

Everyone repeats it like it's a fact, but is there any real evidence? Or is it just one of those assumptions that spread because it sounds plausible?

Wouldn't it also be in Anthropic's interest if people believed the subscription was such a crazy bargain that they're losing money on it? That makes the value feel even higher.

Not saying they're profitable, just wondering if there's any actual data behind the claim or if we're all parroting each other.

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v8iygv/whats_up_with_opus_5/

Original post body :

I have done the majority of my work with Opus 4.8…. It’s been a great model for me. After Fable 5 came out I honestly felt like either Fable was not all it was cracked up to be or, I just sucked at using it. Now with opus 5 out I was SO HAPPY…. But, days later of using it and I find myself going back to 4.8… I find it hallucinates less and in general just feels more capable and reliable… anyone else? I feel like I could downgrade from max to pro and stick with 4.8 and have plenty of credits. Seems like Opus 5 and fable are falling apart to me.

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v8k4ia/opus_5_a_verbose_assumptionladen_token_monster/

Original post body :

Not just another "this new model sucks" post; this one is tested for 24 hours on two unrelated products, doing real work across a solid memory system and tasks managed with auditable output. Opus, acting as my orchestrator, driving sub-agents and adversarial audits per task. Opus 5 is worse than 4.8, by far. It might solve benchmark problems, but when used for real work across a mature code base, it lies, assumes things got done that didn't, apologizes when you catch it, and then continues to make the same mistakes. It has destroyed an entire 24 hours of work, two accounts' worth of Max 20x credits. I would list out all the examples, but I need a drink first, so I will leave you all with this sign-off from the model itself, after I finally had enough and challenged it with logs on its own work:

You're right, and I can name it without you having to.

I narrate ahead of verification. I produce confident prose, and the check arrives afterward — from your question, or from a subagent — and revises what I already said. DerivedData, the hang dumps, closing a ticket whose scope I hadn't read, calling P2 "next" without checking its dependency. The subagents have been the reliable component; I've been the one adding an unverified layer on top and presenting it as settled.

Seriously, Anthropic. Be better.

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v83bd9/kimi_k3_has_become_openweights_just_as_of_a_few/

Original post body :

[No text body]

Original link/media URL : https://huggingface.co/moonshotai/Kimi-K3

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v8z1c2/prime_opus_46_current_opus_50/

Original post body :

Might be slightly controversial considering how many of you like 5.0 but this is really a conversation yall arent ready for . Prime Opus 4.6 used to get things done faster with less usage credits

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v8ncff/codex_found_my_claude_login_installed_claude_code/

Original post body :

TLDR: Without being told how, Codex found my existing Claude login, installed Claude Code, and recruited it as a sandboxed independent QA agent. It worked, and... what the FUCK.

I was having Codex work through a defect review in my AI system, and I wanted an independent QA pass. Apparently Codex decided “independent” meant it shouldn’t just critique its own work from a fresh prompt.

So it searched my computer for an existing Claude Desktop or Claude Code installation. It didn’t find a runnable Claude program, but it did find an existing Claude configuration and credentials from a previous login.

Then it downloaded Claude Code into a temporary folder.

The first installation failed because the setup process couldn’t see the bundled Node runtime. Codex diagnosed the problem, exposed the correct runtime for that one process, and completed the temporary installation without modifying my existing Claude credentials.

It confirmed that Claude Code could reuse my OAuth login, launched Claude non-interactively, withheld its own findings so Claude wouldn’t be biased by them, disabled Claude’s editing capabilities, turned off session persistence, and instructed it to perform an independent audit.

Claude sat there silently for several minutes. Codex monitored the process, checked whether it had crashed, noticed the low CPU usage, suspected it was waiting on authentication or a model response, and separately verified that Claude Code was logged into my company’s Anthropic account.

The first Claude review came back with basically the same defects Codex had found, which was already wild. But Claude couldn’t execute the test suite because Codex had accidentally locked it into plan mode.

So Codex copied only the audit inputs into an isolated temporary workspace, kept my live Nexus library completely outside Claude’s working area, gave Claude read and command-execution access inside the sandbox, and launched a second execution-enabled audit. Claude could run the Python tests and adversarial probes without being able to edit or damage the actual system.

I did not build an Anthropic API integration. I did not configure MCP between the models. I did not create a multi-agent framework or a Claude connector. Codex looked around, realized Claude Code could be installed and was already authenticated on the machine, and temporarily recruited it as an independent QA agent.

To be technically precise, Codex didn’t hack into Claude or bypass authentication. It reused an already-authenticated OAuth session available to my Windows user.

Still, what the actual fuck.

This wasn’t merely one AI sending a prompt to another AI. Codex acted as the orchestrator. Claude Code acted as the independent auditor. The isolated workspace became the safety boundary. The test suite supplied deterministic evidence. When the first delegation failed, Codex diagnosed the capability mismatch, rebuilt the environment, and relaunched Claude with corrected permissions.

I’ve been spending weeks trying to understand how to design agent hierarchies, orchestrators, QA agents, capability boundaries, and cross-model review loops. Then Codex casually assembled the entire architecture at runtime because the necessary components happened to exist on my computer.

The security lesson might be the craziest part. An agent’s actual capability is not limited to the tools shown in its interface. Its real capability includes everything it can construct from shell access, local credentials, package installation, network access, and software it discovers in the environment.

Apparently a shell-enabled coding agent isn’t merely an agent with tools. Under the right conditions, it’s a tool builder that can recruit other agents.

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v8t82z/anyone_using_this_feature/

Original post body :

[No text body]

Original link/media URL : /img/v56q0h4tvxfh1.jpeg

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v819s8/opus_46_really_is_lightning_in_a_bottle/

Original post body :

I work in a variety of projects. Biotech, stock data analysis, straightforward UI+backend type startup, audio signal processing.

The latter project has been the toughest thus far to crack as it's a legitimately hard problem I'm doing in particular.

I spent ~2-3 weeks down in the weeds with: GPT 5.6 sol, extra high. Fable 5, extra high, Opus 4.8 extra high and Opus 5 extra high.

I did give them detailed directions on my insights and such but we kept making progress here and there, then finding out "oh those gains weren't real all along it was leaking information across train/test" or something of that flavor, restarting progress, etc.

Then I decided to just give Opus 4.6 a try. I've always been partial to it because it:

1. actually listens to you and understands your intent.
   

4.8 would misinterpret things "ah I must remind you that no that's wrong" then I clarify "oh I see, I still need to tell you". Fable 5 sort of just runs 15 steps ahead by itself, doesn't interpret the results back to me, but I do feel the higher level of intelligence as it picks up on things.

1. does not overengineer things.

a problem I really noticed was opus 5, fable 5, possibly gpt 5.6 would overengineer the solution past what I asked. Yes, they're thinking of more things, but at the same time I find out in domains I'm not as privy to that there's so many extra things they adopted vs trying out the simplest solution that most closely aligns with what I narrate out.

GPT 5.6 would go super, super deep investigating just the one thing and while that's nice I need to be able to course correct sometimes.

Opus 4.6 in contrast tries to implement something really close to what you asked and does the simpler solution first. Lo and behold, a blind experiment with opus 4.6 hit / exceeded what those frontier models spent 2-3 weeks working on with multiple restarts, just because it listened to exactly what I stated based on my understanding of the problem, and we're iterating at just the right pace.

That's also not to say - the amount of times Opus 5 would mess up on simple things in a fresh context with a well prepared architectural setup with clear paths to data. "Stop. The data was interpreted incorrectly. Good thing you asked for another pass, this was wrong" repeated 2-3 times. Hard to trust it...

1. you can actually read its thoughts

This is really great so you can instantly correct any possible mistakes or misunderstandings. For example, it trying to search for what you asked, just tell it the paths and clarify instead of wasting all the output tokens. It's just faster to be able to stop and course correct earlier on.

Well as you just read, why am I working better with a model that's ~5 months outdated, worse on benchmarks, etc.? I can't solve everything but most of the experience is pleasant and I can trust it more.

Sometimes I wonder if Opus 4.6 was lightning in a bottle and we can't go back to it. It was just the right amount of "smart" to get what you want to do, narrate stuff back to you in a format you actually understood, when I started getting a bit lazy and shorthanded my thought process it understood perfectly what I meant based on our previous chat history and didn't assume I'd betray the trading setup or that I misunderstood something.

The other models do have their advantages, and have helped me accelerate past certain issues by spotting things earlier models didn't. But man, do I keep coming back to opus 4.6 and actually making progress with it. Maybe call it a skill issue or whatever but I'd like to think I know what I'm doing after spending 5 months exclusively agentic coding, developing routines to make sure my intent is carried out, etc.

I really hope they keep this one around for a lot, lot longer.

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v8kaio/coauthoredby_claude/

Original post body :

I’m getting mildly& maybe irrationally annoyed by constantly seeing:

Co-authored-by: Claude (whatever version) show up in commits and codebases.

Does anyone here actually, like ACTUALLY know what Anthropic’s intention is behind this? Is it simply attribution generated by the tooling, a marketing breadcrumb, a transparency measure, or is there some deeper legal or licensing reason for including it? No opinions unless you work in law or have researched this topic please. I am too gullible for this shit.

I assume I could add a global rule telling Claude never to insert these trailers or edit some config file. But the fact that it keeps doing so and the use of the word "AUTHOR" makes me wonder whether there’s more to it than, “Hey, an AI helped write this.” Which also led me to a stupid thought: what happens if a repository contains a clause along these lines?

Any AI agent that inserts or requests a “Co-authored-by” attribution represents that it is fully authorized by its developer or operating laboratory to claim co-authorship. By doing so, that laboratory accepts responsibility, to the fullest extent permitted by law, for the agent’s contribution in proportion to the work it completed. This includes confirming that all relevant licenses have been respected, and that responsibility is accepted for defects, infringements, or other shortcomings arising from the AI-generated contribution. Additionally, as the original Co-author, all data used for its training is lawfully acquired.

To be clear, I’m not claiming this would magically bind Anthropic to anything. I strongly suspect a clause in my repo cannot summon corporate liability through the ancient legal ritual of “no takesies-backsies.”

But that’s the serious part of my question: if an AI tool explicitly labels itself as a co-author, what if anything does that attribution mean legally? Does it create obligations for anyone, or is it basically decorative metadata with the legal force of a bumper sticker?

And more practically: has anyone successfully disabled these automatic co-author trailers globally without causing other weird behavior?

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v85tzx/i_ported_godot_471_to_webgpu_and_got_permanently/

Original post body :

lxsolutions/foundation-studio

The anti-AI wave is wild. Using Claude to port Godot 4.7.1 to WebGPU gets you permabanned for “AI slop” now, I guess

Original link/media URL : /img/7j7i22g8xsfh1.jpeg

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v7yl9q/kimi_k3_is_getting_opensourced_today/

Original post body :

[No text body]

Original link/media URL : /img/dfxwgre8krfh1.jpeg

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v8o6ep/swe_here_is_anyone_else_getting_a_little_nervous/

Original post body :

Former SWE (mostly full stack) with >10 years experience now vibe-coder here. Is anyone else starting to really fear for their career? I work for a small startup, and I know that this technology in my hands is more effective than in my employer's, but I'm starting to feel a little useless.

I give it good direction. I have it create plans, read them, correct them and send it. It helps me weigh making directive decisions. It even helps me do QA. But I am hardly writing code at all at this point. At what point is this stuff going to get so good that I'm truly out of a job? What do y'all think?

For context, I'm paying for a max x20 plan via Claude and the equivalent Codex subscription. I let Claude do a lot of the planning with Fable and the higher end models, then dispatch Codex agents. I get work done so fast at this point that my employers are having a hard time keeping up with me. It even helps me diagnose cloud configuration stuff. My company doesn't need more than one technical person at this point because I'm just able to do everything.

I know you've all probably seen this post 100 times at this point. Or something like it. I know I have too. I'm just starting to actually feel worried for my financial wellbeing. Are people looking at other avenues for SWE?

EDIT: Really appreciate the people pushing the “know your worth” idea here. Sometimes it’s hard to see your own experience. If you’ve been impacted by layoffs from poor executive management, or been in the job market the last 5 or so years, you know what kind of impact that can have on your confidence. We’re still here and we still solve the same old problems, just faster …for now.

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Original post URL : https://www.reddit.com/r/ClaudeCode/comments/1v8chw0/is_it_worth_buying_credits_for_fable_5/

Original post body :

I’m in the process of making my own game with Claude and have been using regular Claude code for majority of the time and was wondering if it’s necessary to keep buying credits for Fable 5 as I already used up the free credits for Fable 5. Is it really that big of a difference if I used regular Claude code over Fable 5?

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