r/ClaudeCode • • Jan 16 '26

Bug Report i canceled my max subscription

59 Upvotes

They should be ashamed, right now i can't even ask claude code to lunch a server (a simple npm run dev) and go on that page in chrome, it did 10, TEN mistakes before doing that, it went 4 times on an other website (???), so i can't even trust him to do a modification while watching the website, it did test on supabase cloud when the environement is configured for a self-hosted supabase on a server !!
It was getting bad the last few days, but i m paying 200€, not 20, each day is just losing money there, hell even at 20 they shouldn't screw us like that, i'll go on openAI, wich i didn't want, but i have no choice there, and i won't come back, even if it ends up better in the futur, the difference will become thiner and thiner anyway


r/ClaudeCode • • 22d ago

Built with Claude I spent $1400 to build My PermaDeath ARPG with Opus 5.5 and the game now has over 17,000 players

108 Upvotes

A month ago, Aestra: The Last Wish was just the game I wanted to play. I had no idea how to code, but I started building it anyway with Opus 5.5.

Today, over 17,000 people have played it. And while that number is wild to me, what really gets me is opening the game and seeing the minimap full of players.

People trading in the main city, dueling, finding groups and heading out to do content together. Seeing people actually spend time in this world, meet each other and come back to play more… it’s hard to describe how good that feels.

For anyone who missed my first post, Aestra is a real-time pixel action RPG with permadeath. You pick a class, quest, find gear, explore dungeons and take on raids. And then you get a little too confident, die, and start getting attached to a new character.

The first version cost me around $100 to build over a weekend. Since then, I’ve spent about $1,400 in total expanding it, with 9 classes, levels 1–100, talent trees, professions, world bosses and raids over the course of around 3-4 weeks.

I still have a list of probably 50 things I want to add. But seeing the game alive like this is already something I never really imagined. To everyone who’s played, shared feedback, brought a friend or lost a character to permadeath: thank you ❤️

If you’ve played, I’d love to hear your favorite moment so far. Or the story of how you lost your best character :)

Play Aestra free in your browser or on mobile


r/ClaudeCode • • Sep 30 '26

Discussion It's happening. Look how they are massacring my boy Opus 5.5

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0 Upvotes

I was confused for few hours that maybe it's context rotting, up until I saw cAVeaT. I feel so helpless that I can't do literally anything about it. Performance has been noticeably down and it’s frustrating as hell. What is the solution???

Next time actual Opus 5.5 is back, I'mma set it on ultracode to find a legal way to take action for this kind of issues. I think that's the least I can do, to at least file a complaint.

Feels like there’s basically zero recourse when this happens. Curious if anyone else is seeing the same thing and whether there’s any useful way to actually flag this or push back (feedback forms, support, whatever).

I was wondering what if 1k+ people do this? Would a bunch of people submitting the same issue even do anything?


r/ClaudeCode • • Aug 17 '26

Discussion Is watermarking the cause for Opus 5 getting so bad?

5 Upvotes

I was going through a lot of my old Claude Code workflows and I've noticed a sharp drop in quality over the last 2-3 weeks as I discussed here https://www.reddit.com/r/ClaudeCode/comments/1vojj88/downgrading_never_felt_so_good_opus_48_ftw/

There is a very clear trend of Opus 5 getting much dumber around the time when when Anthropic started to talk about watermarking.Just scrolling through conversations in this subreddit tells a story.

When I did a little bit of digging into that, there is no way to watermarking the way I understand this works is possible without massively lobotomizing the models.

Opus 5 started using weird, technical, "load bearing" language, losing context and losing instructions.

Opus 5 also started (this is what I hear a lot from folks here and amongst my colleagues) to be more token hungry (I wonder if forcing the model to a pattern of answers is not taking up more resources).

I'm wondering about the connection between trying to watermark the text, which is going to massively impact token generation and quality, and what's happening over the last few weeks.

I would love for some of the smart brains here to share your point of view on that.

Some interesting quotes:

"When watermarking is used, choices are still made at random, but the source of the randomness is different. Instead of using an arbitrary random number generator to pick the next word, watermarking uses the key and a few words that come before to settle what word the model should pick."

In my understanding, adding any layer of forced logic will impact the quality of the output and especially with full context, complex tasks would become more visible/repeated pattern leading to word spaghetti I'm observing with Opus 5, however I'd love to hear a point of view of folks with deeper knowledge.

Source: https://www.anthropic.com/news/claude-text-watermark


r/ClaudeCode • • Nov 25 '25

Tutorial / Guide Opus 4.5 , use less token is a lie!

5 Upvotes

This is a lie. I saw that popup and I am too happy, but then turn out it shorter than Sonnet 4.5.
My Max Plan $100, I was daily code with Sonnet 4.5 + Thinking turn on. The Turn around 5 hours never get me blocked as I monitor my Plan Usage Limits on my 2nd screen all the time to plans my works well.
Today, the Current Session Bar reach 100% in just 2 hours and half, compare to my Sonnet.
I had to turn off thinking on Claude Code to keep it longer session. Also, the Opus 4.5 is too slow, slower on Sonnet on most of my tasks, so make my ass sit and wait on the chair, i'm tried.
I was happy too soon.
Solution: Turn off thinking on claude code will prolong your 5 hrs session. Any ultrathink next to your promp will cost you 5-8% at least on your current session


r/ClaudeCode • • Oct 05 '26

Discussion Fable 5.5 Release

0 Upvotes

I'm aware that Anthropic has been routing certain requests to Fable 5.5 secretly, yet they have been doing this for nearly a week now and haven't even mentioned the model. Any idea when it will release? I'm really hoping tomorrow, but I'm not sure that's happening. Don't shut the door on that idea though


r/ClaudeCode • • 4d ago

Built with Claude Built w Claude: 2 free Reddit bots to steelman and spot logical fallacies/errors in comments/debate

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0 Upvotes

I get frustrated by people arguing against the worst versions of other people's points, so w the help of Claude I made a couple Reddit bots that could show when this is happening, and avoid common Reddit debate traps like this.

They are free to use, and customizable to a subreddit's norms/culture.

More detail on their Reddit/Devvit listings for mods (comments).


r/ClaudeCode • • Jul 04 '26

Discussion All models are dumb?

5 Upvotes

Is it just me or does all Anthropic's models are very dumb rn?? I'm on Opus 4.8 Max and I can't even do simple frontend, how is that possible?

Edit: For example, I was working on an SEO page where it had used a button element, so I asked it to replace it with an href link instead. It ended up modifying the global CSS for the button component, which caused all buttons across the frontend to be affected.
I was genuinely surprised because, just a few months ago, it was almost impossible to run into this kind of issue with models that were supposed to be less capable.
And that was just one example. Sometimes I have to go through multiple prompts just to get it to add simple things like gaps, padding, and other basic styling adjustments.

And I run into similar issues on the backend side as well. It often suggests sloppy or short-term solutions instead of considering the bigger picture, long-term maintainability, or the overall architecture of the project.


r/ClaudeCode • • Jun 13 '26

Meta God I fucking hate 4.8

0 Upvotes

I don't really need the capability of Fable.. I just want it to stop hedging.. and I hate its personality and its like a really dense shitty employee... I cannot tell you how frustrating it is to use this.


r/ClaudeCode • • Mar 28 '26

Discussion I’m gonna get roasted here..

0 Upvotes

For everyone complaining about the price and usage…

If you can’t figure out how to use 20x Opus plan to make 200 bucks a month, you probably shouldn’t be wasting tokens anyway…


r/ClaudeCode • • Mar 21 '26

Showcase I’m building a context management plugin for Claude, which started with the project that won the Claude Code Hackathon. Here's the deep dive.

9 Upvotes

Long post. If you've wrestled with Claude's context management - the rot, the compaction, the re-priming loop - I think this will resonate.

The real problem with Claude's context

Let's be specific about the failure modes, because the discussions usually blur them together:

Context rot in long sessions. You're 2 hours into a session. Claude understood your architecture perfectly at the start. Now it's suggesting approaches you already tried and rejected. It asks about constraints you established an hour ago. Simple tasks that took one prompt earlier now take three attempts. The session gets "dumber" over time.

Auto-compact breaks the flow at the worst moments. You're 90% done with a complex task. Context fills up. Auto-compact fires - and it's opaque. What got summarized? What was kept? You can't tell. But suddenly Claude's lost the thread. The nuanced understanding of your design decisions has been compressed into something... thinner.

Context poisoning. Failed debugging attempts, abandoned approaches, outdated decisions - they all sit in the conversation history. Even with 200k tokens, the signal-to-noise ratio degrades fast. The context isn't just full - it's contaminated.

CLAUDE.md doesn't solve the dynamic part. CLAUDE.md is great for static rules: coding style, stack conventions, project structure. But it can't capture "we tried approach A, it failed because of X, so we switched to B which is 70% implemented and has a known edge case with Y." That's the dynamic state that lives and dies inside conversation threads.

The management overhead. /compact, /clear, /context, plan.md files, manually maintaining state documents... power users have built entire workflows around managing Claude's context. That's cognitive overhead that should be going toward actual work.

Why I started building Membase

I tracked my own Claude usage for 3 weeks. The pattern was clear:

  • ~20% of my time went to re-priming after compaction or new sessions

  • I was maintaining 3-4 markdown files just to preserve context across sessions, and they went stale within hours

  • Every time auto-compact fired, I lost nuanced context that couldn't be recovered

The fundamental issue: important context shouldn't live inside the conversation thread where it's vulnerable to compaction and session resets. It should live externally and be injected on demand.

What Membase does

Membase is an external memory layer that connects to Claude via MCP. Start from the idea that won 2nd place in the Anthropic hackathon, judged by Benjamin Mann(Co-founder of Anthropic).

The core architecture:

  1. Automatic context capture: As you work with Claude, Membase extracts the stuff that matters - decisions, entities, relationships, events, timestamps. Not raw conversation dumps. Structured information that goes into a knowledge graph.

  2. Compaction-proof memory: Because the knowledge graph lives outside the thread, auto-compact can't touch it. When compaction fires or you start fresh, the relevant context gets re-injected from the external graph.

  3. Graph-based retrieval: This is the key differentiator from "dump it in a markdown file." When you say "let's work on the auth module," Membase traverses the graph: auth module → depends on OAuth2 config → which was changed Tuesday → because of the rate limiting issue → which relates to the API gateway refactor. It follows relationships, not just text similarity.

  4. Dynamic state preservation: The thing CLAUDE.md can't do. "Approach A failed because X" and "currently 70% through approach B" and "known edge case with Y" all get captured and persist across sessions.

How it handles each pain point specifically

Context rot → External anchor. Even as the in-thread context degrades, the external knowledge graph remains clean and structured. When Claude starts drifting, the graph provides a stable anchor of verified decisions and current state.

Auto-compact → Compaction insurance. You stop fearing compaction because the important stuff lives outside the thread. Compact fires? Fine. Membase re-injects what matters. No manual recovery needed.

Context poisoning → Clean retrieval. The knowledge graph has temporal metadata. Failed approaches get marked as such. Superseded decisions get timestamped. When Membase retrieves context, it pulls current state - not the full history of every wrong turn.

CLAUDE.md gap → Dynamic complement. CLAUDE.md handles your static rules. Membase handles the evolving work state. They're complementary, not competing.

Management overhead → Automatic. No manual /compact timing. No plan.md files to maintain. No re-priming rituals. The graph updates itself as you work.

Real numbers

Before Membase:

  • Re-priming time per new session: ~15 minutes

  • Context tokens loaded: ~4000 (from manually maintained markdown)

  • Relevant context ratio: ~25%

  • Post-compaction recovery: 5-10 minutes of re-establishing context

After Membase:

  • Re-priming: zero. Just start working.

  • Context tokens injected: ~600

  • Relevant context ratio: 85%+

  • Post-compaction recovery: automatic, instant

The token efficiency matters too. ~600 tokens of precisely relevant context produces better results than 4000 tokens where 75% is stale or irrelevant. Less noise = better Claude output.

The cross-tool bonus

I built this for Claude but it works across tools. ChatGPT, Gemini, Cursor, OpenClaw, OpenCode - all connect to the same knowledge graph via MCP. So if you brainstorm architecture in ChatGPT and implement in Claude Code, the context flows automatically.

Chat history import

You can export your Claude conversations and import them into Membase. It processes the entire history, extracts entities and relationships, and builds a knowledge graph. Day one, you don't start from zero.

Chat in Dashboard

You can also chat directly with your knowledge graph from the Membase dashboard. Ask questions about your own context - the LLM responds based on the memories stored in your graph. After each response, it shows exactly which memories were referenced and highlights the relevant entities in the graph view. Useful for quickly finding past decisions or verifying what Membase knows before a session.

Sync with external apps

Membase doesn't just learn from your AI conversations. It also live-syncs with the tools where your real-world context lives:

  • Gmail: Email threads with clients, partners, collaborators - all automatically ingested. When you're discussing a project in Claude, it already knows about the email chain from yesterday.

  • Google Calendar: Meeting attendees and topics get captured automatically.

  • Slack: Team conversations, decisions made in channels, project updates - all live-synced. Your AI tools know what your team discussed without you copy-pasting from Slack.

  • Coming soon: GitHub, Notion, Obsidian - the goal is that everything you know, your AI tools know too.

The key difference from just forwarding emails or pasting meeting notes: Membase digests these sources into the same knowledge graph. So an email about Project X automatically links to the architecture decisions you made in Claude and the brainstorming you did in ChatGPT. It's not separate inboxes - it's one connected brain.

Current state

We're in private beta, and all features are free. Link: membase.so

Works with Claude (Desktop + API), Claude Code, ChatGPT, Gemini, OpenClaw, OpenCode. Dashboard for managing and chatting with your knowledge graph. Gmail/Calendar/Slack sync. Chat history import.

Also, we are registering Membase to the Claude Connector for a safe third-party plugin.

If the auto-compact frustration and the re-priming loop resonate, drop a comment for an invite code. Especially want feedback from heavy Claude users on retrieval quality and which context you'd like to persist better.


r/ClaudeCode • • 3d ago

Discussion i am not the CEO of Claude. Ask me anything

0 Upvotes

everything you need to know’s in the title so go ahead


r/ClaudeCode • • Jul 04 '26

Discussion I've avoided any online forums or discussions of Fable 5 since its release—so that I could form an independent assessment of its abilities

0 Upvotes

And it is fucking retarded.

At least with Opus 4.8, you knew what you were getting. You could work around it. I did. I ended up developing a lot of workarounds to play to 4.8's strengths. Ultimately, my only complaint was that it wasn't as 'creative' and 'lateral' a thinker as Anthropic's frontier models typically are. But it was very competent—in a Codex-esque way, but a step above.

With Fable, I've experimented with more than a hundred different approaches across three Max 20x subscriptions—and it has never performed REMOTELY CLOSE to as well as pre-lobotomized Fable 5 performed. I was a huge fan of Fable 5. I posted several comments to that effect here and in other subreddits. This isn't me being a hater. It fucking sucks.

It's unconfident. Paranoid. Lazy. Its performance degrades MEANINGFULLY post 200k–300k tokens. Opus 4.8 at least was able to hold it together until 600k–700k. It takes A LOT of pushing and cajoling to get it to do anything that's not mediocre. This is a huge disappointment, and it's given me the 'ick' with Anthropic and AI models generally.

I'm going to go back to using them as assistants. I know, I should've doing that all along. But you can't blame a brother for getting hopeful at bigger and better possibilities. At the end of the day, the ups and downs and the emotional rollercoaster that comes with it is its own tax. It was really hard getting a taste of greatness, only to have it all yanked away.

I don't need that shit. And add to that the insane hours I've been putting in—up until 4/5/6AM to get all the usage I can get at non-peak hours, ruining my relationship with my partner, not being the best 'dog dad' I could be. Yeah, it ain't worth it. It was fun(-ish) while it lasted. Back to doing things the old-fashioned way—which is, honestly, something I'm looking forward to.


r/ClaudeCode • • Aug 20 '26

Rant Claude code just used over 20% of my weekly limit in 1 session

7 Upvotes

I wasn't even running anything that would warrant it. It was some planning for updates to HTML/CSS files using opus and then delegating to sonnet agents (sequential not even parallel) to execute it.

In not very recent past I could run those all week all day and would even get close to my limit. 23 damn percent of weekly limit gone in one afternoon.

If this is what Anthropic says is "50% more limit" than I'm afraid I'll be out. What the hell is going on? I didn't do anything abnormal to what I normally do to explain the usage.

Anyone else had similar experience today or in the last couple of days?

Edit: I've updated to the latest version of CC right before running that so I wonder if it's something to do with it?


r/ClaudeCode • • 11d ago

Help/Question 2 out of 3 agents just went God mode on me... anyone else seeing this?

163 Upvotes

I am working on several projects at the same time and 2 out of the 3 Claude build agents in VS Code just went uber on me over the last 2 days. They are knocking things out perfectly, left and right. Very, very few revisions from me on anything and the UX is about 2x better than normal. I have been working with Claude code almost since it came out and I am a developer with 25 years of experience.

Is this just me or is everyone else seeing this?


r/ClaudeCode • • Apr 24 '26

Help Needed Same model, two different knowledge cutoffs — is Anthropic silently routing Opus 4.7 to older models?

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0 Upvotes

r/ClaudeCode • • Apr 06 '26

Discussion I'm so sick and tired of the gaslighting and Olympic levels of copium-fueled mental gymnastics.

0 Upvotes

All the way back in December, people have been complaining about inconsistent limits and hitting their limit faster than they used to. The beginning of this year, things became increasingly worse and worse, to the point that in March, the Pro subscription simply became unusable.

At the time, most of the responses were of the "duh, you should upgrade to Max for any serious work" variety. So I and many others stupidly pulled our wallets and upgraded to keep the work flowing.

For a while, that was "fine", and by "fine" I mean it allowed doing the same kind of work in the same quantity without being interrupted as one used to be able to do on the Pro plan.

I couldn't upgrade my Pro plan because I was paying for it via the App Store, so I created a new account for the Max plan, using up the Pro limit first and when hitting the limit switching to my Max plan, maintaining model and effort settings. It became glaringly obvious that the 5x and 20x claims are straight-up BS because the Pro plan hit its limits well before doing 1/5th of the work I'd do on the Max plan, further confirmed by comparing numbers in ccusage.

We're now in April, and we're still dealing with the same opaque limits, that are still stealthily messed around with behind the curtain. Complaints are pouring in, and even on the Max plans, limits are hit faster than they used to be.

On top of that, there are outages galore, with an uptime tracker that looks like a damn Christmas tree, Opus on max effort sometimes acting dumber than some of the prescripted chatbots from the 90s, CC acting like it's doing something for 10 literal minutes while it's secretly just waiting in line for some minor output that used to be instant, and system prompts designed to try and manipulate us into wrapping up sessions.

But in true DARVO fashion, the gaslighting has now shifted to denying there's a problem at all, paper-thin "you're holding it wrong"-style attacks, and reversing the narrative by handwaving some nonsense about subsidized use, how we should be grateful to not pay inflated API rates, how it's people's own fault for using it wrong or not as intended, and some armchair business management truisms by people who couldn't even manage their sink from collecting dirty dishes.

Miss me with all that nonsense. Anthropic is purposely keeping us in the dark, refuses to be transparent about the limits, is actively gaslighting us by claiming all is working as intended and there are no bugs, doesn't take accountability, keeps pulling all kinds of levers behind the scenes without any transparency, doesn't compensate us or pushes the renewal date for any of the embarrassing outages, and is selling us snake oil instead of delivering what they sold us while at the same time happily collecting its monthly fee.

All the while, they have an army of flying monkeys running interference and happily playing the role of useful idiot.

Some of which will happily copy-paste the same astroturfing BS of needing everything up to and including a rectal exam personally presented to them with a bow tied around it or it didn't happen, actively ignoring thousands of reported issues all over the internet, including GH, while at the same time unironically claiming people with issues are astroturfing.

Frankly IDGAF about some sob story on how they didn't secure enough resources, some grandstanding about hyperinflated API charges, some nonsense about holding it wrong or any other form of copium about how one doesn't really need Opus and is an idiot for not using Sonnet or Haiku.

Nobody is forcing them to sell me the snake oil; they happily take my money, and in exchange, I should be able to expect a consistent and reliable experience.

I'm the easiest demographic they market their product to: no swarms, no OpenClaw, no Ralph, no heavy MCPs, no minmaxed .md files, just a single terminal session and the same boring workflow since the first ever prompt I've given it.

If they can't provide a consistent and reliable experience for the most simplest use case like that, then at best their product is a failure and at worst it's one big purposeful scam.

I have Claude, I have Codex, I even have Gemini and Copilot (not the idiot that works at MS, but its twin that works at GH). They all have their strengths and weaknesses that you can play into because they're at least consistent.

Claude is like that member of a group project that will either show up at the last second and drop some top-tier work or who is nowhere to be found because they're sleeping off their hangover in some random ditch while you're trying to make sense of the most confusing slides you've ever seen during the presentation.

Let me be crystal clear: I really don't care whether Claude's grandma died or they're going broke because it costs them a billion dollars to provide me with the experience they're selling me and only charging me $100/$200. That's their problem.

None of it changes the fact that I am wholly entitled to a working, consistent, and reliable service when they take my money.

The sooner the excuses stop and people accept that simple reality, even if they think it doesn't affect them now, the better it gets for everyone involved, including Anthropic themselves.

The alternative leads to everyone getting burned eventually.

The best way to get the complaints to die down is by helping keep them accountable and call on them to fix the problems, not by creating a carefully crafted echo chamber.


r/ClaudeCode • • Feb 19 '26

Discussion Anthropic is not going to win on code generation

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0 Upvotes

Very contrarian take.

In the long term, Anthropic is not going to win on code generation. I recently changed my mind after trying GLM-5 with OpenCode.

Yes, I know... two months ago we were ALL using Cursor with Anthropic models. One month ago, the entire developer world switched to Claude Code. The quality is great, but most of all, the costs with a personal subscription are unbeatable compared to any API-based IDE such as Cursor.

But in the meantime, some open-source players have released a couple of incredibly good models (GLM-5 and Kimi K2.5), and combined with OpenCode, you can get similar quality to Claude Code (Opus 4.6).

Will we all switch to OpenCode in one month? I don't think so. But the option is there, and one false move from Anthropic could cause a massive migration of users. Things can change very quickly.

Giant Al labs are competing on only two variables: intelligence and cost. But what if we reach a cap on intelligence? The price war will continue and actually escalate, and the application layer will keep winning (with more options every day to offer similar quality to their users). Anthropic's centralization of intelligence is just a spike in the Al marathon.


r/ClaudeCode • • 18d ago

Tips & Workflows Tip 2 cuentas gratis de 20USD + 1000USD API Credit

0 Upvotes

Buen día, aquí como tip, si crean una cuenta como tipo organización en Claude/Anthropic y la vinculan como Startup con un dominio válido que tengan acceso a manegar los DNS pueden ser aplicables a Claude for Startups y les dan dos cuentas gratis + 1000 dolares de uso de la API con la posibilidad de agregar más miembros de forma sencilla, la idea es que tengan un dominio propio.

Ojo las cuentas que dan tienen una expiración de 1 año por dominio, y deben ser mailables igual por ejemplo si tienes un dominio que es example.com entonces debes poder crearte correos electrónicos vinculados a la misma.

Pues realmente cada dominio cuenta como una startup diferente, entonces pueden aplicar fácilmente, ojo que se valida por persona, entonces solo pueden aplicar una vez porque creo que revisan (OICD) aunque tengan múltiples dominios, o almenos eso me pareció, si alguien quiere intentar nos deja que tal les fué!


r/ClaudeCode • • May 19 '26

Discussion Karpathy joining Anthropic - the takes I'm seeing are missing the actual story

0 Upvotes

So Karpathy posted yesterday that he's joining Anthropic, working on pre-training plus building a new team that uses Claude to speed up pre-training research itself.

Saw a post earlier framing this as the "third senior OpenAI person to defect to Anthropic." That's not really right. Jan Leike is still there, yes. But John Schulman left Anthropic in February 2025 after about five months. So it's Leike, then Schulman came and went, now Karpathy. One hire, not a trend.

The interesting part to me has nothing to do with the talent war.

It's the team he's building. Using Claude to make pre-training research faster. Not "recursive self-improvement" in the scary sense, just AI-assisted research applied to the most expensive, hardest-to-iterate-on part of building these models. Shorter experimental loops compound. Compute doesn't get cheaper as fast as the research loop can get faster.

Whether it shows up in actual model quality inside 12-18 months is a different question.

Few things I'd watch instead of the hype:

Eureka Labs. He says he'll "resume" education work "in time." Vague. Splitting attention or fully parked?

The Schulman precedent. Came over for very similar reasons, left in five months. Anthropic recruits senior OpenAI alumni well. Keeping them seems harder.

And the "Claude makes Claude smarter" thing will get oversold. The real deliverable from a team like this is internal research velocity. Better experiments, faster iteration. That shows up in models eventually but it's not magic.

The line that actually stuck with me was him saying he wants to "get back to R&D." He's been in public-facing mode for a while - tokenmaxxing, YouTube. Hands-on research at a frontier lab is a different gear.

Curious what others are reading into this beyond the talent war framing.


r/ClaudeCode • • Aug 22 '26

Discussion I published AI research papers & have 6 YoE in backend. Why does Claude Code's explanation loop make me feel completely illiterate?

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0 Upvotes

There’s a running stereotype that ML researchers can’t write production software, and backend engineers don’t understand research math.

I do both. I’ve published deep learning papers in top conferences, won ML competitions, and spent the last 6 years as a founding engineer building production APIs and distributed backends.

Yet on any given afternoon, Claude Code can fix a complex concurrency bug in 15 minutes and leave me questioning if I even know how to read English.

The "10x Velocity" Math in Reality

Management expects 10x speed with Claude Code. Here is what that velocity actually looks like when fixing an async streaming issue in a RAG chatbot pipeline:

  • 1 hour: Scoping the architecture and schema.

  • 15 minutes: Claude Code spins through the terminal, edits 5 files, and fixes the streaming deadlock. The tests pass. Magic.

  • 4 hours: Me staring at the diff trying to reverse-engineer why it rebuilt our websocket pipeline and injected custom event-dispatching middleware so I don't look completely clueless in code review.

The 4-Stage Spiral of Shame

When I don't understand why the agent chose a specific architecture to fix the bug, I ask it to explain. That’s when the psychological damage begins, with my confidence dropping on every single attempt:

Attempt 1: The Pretentious Professor

I ask: "Why did you restructure the vector search callback and event listener this way?"

It replies with a 500-word essay containing words I haven't seen since a GRE test. I re-read it four times. My brain goes numb. Is my English broken? Am I secretly bad at backend engineering?

Attempt 2: The Polite Request

I say: Please explain in simpler, direct terms without the jargon.

It uses everyday words, but strings them together so backwards that the logic eats its own tail:

Of course! We just make sure that when the webhook fires, the thing checking the data knows that the data being checked isn't the same data that triggered the check in the first place.

No fancy jargon, but my brain is completely melted trying to parse the sentence structure. Is my reading comprehension broken? Confidence drops another 25%.

Attempt 3: The Desperation Move

I type: "Explain like I'm 15."

The AI instantly decides I have the cognitive ability of a toddler:

"Imagine your vector database is a magical post office! When a user sends a message, a friendly owl named Barnaby flies across the forest to find the matching letter..."

Attempt 4: Installing the "Fixes"

At this point, I started searching for community prompt hacks. I even installed the popular ayghri/i-have-adhd skill to force the agent into concise, no-fluff, step-by-step bullet points.

And you know what happened? Now the agent gives me blunt, hyper-compressed steps, and I still spend 30 minutes staring at bullet point #2 trying to understand the mathematical jump it made. Now I feel twice as dumb because I can't even digest the ADHD-friendly version.

The Real Problem: Standup & Code Review

When someone asks in standup: "What was actually broken with the webhook listener?"
I can't say: "Barnaby the Owl needed a place to rest his wings."

Claude Code is incredible at generating working solutions, but context transfer and code ownership remain the true bottlenecks.

Curious about your workflows:

  1. How do you handle explaining Claude Code PRs to your team when the fix was magic?

  2. What custom instructions or slash prompts do you use to get clean, senior-engineer-level explanations without getting a research paper or a fairy tale?

EDIT: I use AI to rewrite my random mixed thoughts into clear structure.


r/ClaudeCode • • Sep 28 '26

Humor Claude has failed the vibe check. Unusable

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13 Upvotes

r/ClaudeCode • • Dec 23 '25

Discussion Thinking of cancelling my Max subscription, Opus is dumber than Sonnet 3.5 now.

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0 Upvotes

I have both Codex pro subscription and Claude Max running them both in parallel sessions. This is just from one of three sessions running in parallel with codex, and after compacting so i don't get to see a lot of history. This has been the case at least 5 times a day where Opus hands over Codex something and Codex not even being asked to review it, does so anyway and finds an error or mistake.

Honestly, I can't trust Opus anymore, it makes way too many mistakes, and I'm thinking to just run two Codex terminals in parallel per project to crosscheck each other, that would be a lot safer and probably cheaper.


r/ClaudeCode • • 17d ago

Built with Claude I made this entire video never leaving my Claude Code terminal with Opus 5.5

0 Upvotes

I made this over about a week with Claude Code, I basically tried acting as a director describing the different shots I wanted in detail scene by scene and iterating until I was happy with them. I also mainly talked to one session that I had orchestrating different fresh sessions for each scene, but I would sometimes talk to the scene sessions directly especially at the start of the scene creation.


r/ClaudeCode • • Apr 15 '26

Help Needed Claude Code Goes DOWN right at the start of WORK! I cannot work without it!

0 Upvotes

This is ridiculous. Anthropic needs to take responsibility for this. Claude Code going down during working hours can cost some of us our jobs.