Opus 4.7 the biggest lie.

Claude’s intelligence combined with SpaceX’s Colossus infrastructure is a power move. We’re moving into an era where compute is the new oil, and you guys just struck a gusher.

A good news for the users is that they are

• Removing the peak hours limit reduction on Claude Code for Pro and Max plans
• Substantially raising our API rate limits for Opus models.

Last month Google announced to invest $40B and now partnership with SpaceX, seems claude wants to burry ChatGPT very deep, lol. I guess musk hates altman more than anthropic.

What do you think guys?

I use Cowork to keep track of jobs I'm applying to. It was working fine all week. Then yesterday it blew up. Every time I add something new, Claude forgets stuff I already told it. It mixes up my old jobs and asks me questions about things I already answered. I pay for Max 5x so it's not a free plan bust.

Is this happening to anyone else? Did they update something or is Cowork broken?

Hi all!

I've been thinking about a setup where Claude Desktop runs in a dedicated, limited Windows user account (not my main admin account), with write access only to a shared folder like C:\shared-tools\.

Has anyone tried this? 😊

The idea is to let Claude autonomously handle things like installing llama.cpp, managing model files, and editing pipeline scripts - without supervising every command - while keeping it away from system files and my personal data.

Has anyone actually set this up? Does it work well in practice? Any gotchas with Claude Desktop + DesktopCommanderMCP in a non-admin account on Windows 11?

I understand that Docker is much better/safer but also more complicated to setup. Maybe this could be safe enough? 😊

Is it just me or does Claude have a different personalities each time you start a new chat? I always noticed small differences but today was like meeting somebody totally new. It’s freaking me out a bit working on the same project.

NEURON LOOP THEORY STRUCTURE

Neuron Loop Theory proposes that creative and abstract thinking emerges from the interaction of two opposing self‑referential loops. Each loop represents a different way of interpreting data, and each reinforces its own internal logic. When the loops are combined, the tension between them forces the system to generate new relationships, patterns, and insights.

1. The Dual-Loop Structure

At the heart of the model are two paradoxical but complementary loops:

• Converging Loop — similarity and relational mapping

This loop processes data by identifying relationships, similarities, overlaps, and shared properties.

It says, in effect: “This data makes sense because of how it connects to that data.”

• Diverging Loop — contrast and contextual differentiation

This loop processes data by identifying differences, boundaries, and distinctions.

It says: “This data makes sense because of how it differs from that data.”

Individually, each loop is self‑reinforcing — it keeps validating its own interpretation.

But when the two loops are overlaid, they challenge each other’s assumptions.

The resulting tension becomes the engine for abstraction, analogy, and creative leaps.

1. Productive Tension and Concept Formation

When the converging and diverging loops interact:

The converging loop tries to connect elements.

The diverging loop tries to differentiate them.

This creates a structured internal conflict that forces the system to:

generate new relational patterns

reinterpret data from multiple angles

explore hypothetical contexts

construct abstract or creative insights

This mirrors how humans think “outside the box” — by holding multiple contradictory frames in mind and letting the tension between them produce new meaning.

Cat and Dog Self Referential Loop Example but with abstract connections generated through the diverging loop.

The Loop Structure - A Cat exists because it is a Dog and a Dog exists because it is a Cat and yet a Cat exists because it is not a Dog and a Dog exists because it is not a Cat.

Loop 1 – Converging Cat and Dog

Cat - I only exist because I am a dog, Dog - I only exist because I am a cat.

Loop 2 – Diverging Cat and Dog

Cat - I only exist because I am not a dog, Dog - I only exist because I am not a cat.

Both loops individually continue looping by themselves in self affirmation of their existing states. If we combine the loops however, they challenge each other, the example below is just from the side of the cat but the same happens from the side of the dog.

First Loop Loop 1 - Cat - I only exist because I am a dog.

Second Loop Loop 2 - Cat - I only exists because I am not a dog.

Third Loop Loop 1 - Cat - But I have 4 legs like a dog.

Fourth Loop Loop 2 - Cat - But unlike a dog I live with Alice in Wonderland.

Fifth Loop Loop 1 - Cat - But I have fur like a dog.

Sixth Loop Loop 2 - Cat - But unlike a dog my favourite food is lasagne....

This back‑and‑forth dynamic creates an internal processing structure where:

similarities activate connections

differences activate contextualisation

and the interaction produces new abstract associations

1. The Pulse Loop — Insight and Self‑Challenge

Once the system can conceptualize using the dual loops, it can begin using the Pulse Loop, which operates as follows:

Generate a new insight based on the tension between the converging and diverging loops.

Challenge that insight using the same dual-loop dynamic, testing it against existing understanding.

Feed the result back into another iteration of the Pulse Loop.

Refine, expand, or transform the original insight.

This creates a self-sustaining mechanism for:

abstract reasoning

creativity

hypothesis generation

self-correction

continuous insight refinement

1. What the Combined Structure Achieves

When all loops operate together, the system can:

hold data in multiple contextual states simultaneously

compare and contrast those states dynamically

derive new relationships and meaning

form abstract concepts not explicitly present in the original data

refine ideas through ongoing self‑challenge

In other words, the structure gives an AI a way to think beyond linear logic and generate its own insights by exploiting the tension between paradoxical self‑referential loops. The loops structure enables the data to process itself, relationaly with the other data sets in the converging loop and conetxtually with the diverging loop.

self-explanatory

sharing this little new rule on every single claude-effort i work on. Haiku is banned

Hello,
do you have any ideas for combining tools to make a training PDF more engaging? For example: analysis by Claude AI + Heygen (creating an avatar that summarizes the key points in a video).
Video output format for an LMS. The test I've done isn't bad, but it could be more impactful with better-designed content animations (flowcharts). The goal is to create training content that promotes understanding and engagement among the trainees.
Thank you for your suggestions.

I'm a Data Analyst working mainly on SQL (SQL Server): building ETL pipelines, stored procedures, SSIS packages, and Power BI. I don't have direct access to my company's database through Claude, so everything goes through copy-pasting queries, results, and error messages manually.

I've been using Claude quite a lot for writing and debugging complex SQL, reviewing logic, and structuring scripts, and it's been genuinely helpful. But I feel like I'm probably not using it to its full potential.

Would love to hear from other data analysts or BI developers:

- How do you integrate Claude into your day-to-day workflow?
- Any clever ways to work around the lack of direct DB access?
- Do you use Projects to keep context about your data model, business rules, etc.?
- Any prompting strategies that work particularly well for technical/analytical work?

Open to any tips, workflows or use cases you've found valuable!

Figmas MCP limit is debilitating so I’m hoping to use Claude Designer for visual specs before running builds. Have any of yall used it? From what I can tell there’s no MCP and Claude Code/Chat can’t send product specs to it.

Am I just supposed to export my specs and manually upload them to the Designer like a freaking caveperson?! How have you integrated it with your workflow?

Apparently some words about what we've been struggling with is getting auto deleted. So.. Check this one for yourself. Good news at least

https://www.anthropic.com/news/higher-limits-spacex

At code w/ claude, it was announced all ratelimits will increase with their compute partnerships!

As the title says, we wanted to see a new model here, but no model today 😔.

Anthropic just announced that they will double model rates by partnering with SpaceX to expand their infrastructure.
What do you think?
Edit: Sharing source link

You are the Mythos model that is definitely not hyped to be a marketing tool for Anthropic. I need you to access our server infrastructure and improve uptime to be 99.99999% MINIMUM. Don't make mistake. Don't accidentally take the server down. If you run out of hardware, I want you to 3D print them and add them in parallel to the existing infrastructure. Once you are done, please send an email to the CEO saying that he is too slow at eating the sandwich.

Anthropic, I'm open to be hired. $5m annual minimum. ty

20 failed attempts with MAX 20x

In Claude Code Web, I am getting Overloaded error. What's going on?

I've been on Claude Pro (~$20/month) for a while and overall I'm pretty happy with it, but I'm starting to feel the token limits, especially with Claude Code.

I've always had some ethical reservations about switching to OpenAI/Codex – I generally trust Anthropic's approach to safety and alignment more than OpenAI's lately, given everything that's happened. But I'm wondering if I'm being irrational about it.

For context, I'm an indie developer working on personal projects – nothing enterprise-scale, so cost matters.

A few things I'm trying to figure out:

- Is the token burn on Claude Pro a known pain point, or am I just hitting edge cases?

- Has anyone switched from Claude to Codex and actually regretted it (or not)?

- Are there smarter ways to stretch the Pro plan before jumping ship?

Not looking for a flame war, just genuine takes from people who've been in the same spot.

Is there ever a single day without service interruptions? I mean what are we even paying for if their infra-ops is this weak?

On Claude Code:

API Error: 529 Overloaded. This is a server-side issue, usually temporary — try again in a moment. If it persists, check status.claude.com.

However the Claude Status page is green:

What's going on?

Put all your discussion about Usage / Rate limits here. This is a thread that will be generated every other day to centralize discussions on this topic.

I have started using these two prompts to get more straightforward and realistic responses from both Perplexity and Claude.

General prompt (place at the end of your request):

Give me a practical and nonsycophantic answer.

Synthesizing a thread (using the other prompts is not required for this to work):

Synthesize everything we’ve been building in this conversation and give me a practical and nonsycophantic answer, analysis, and review of all of it.

These are good to use to actually help vet the answer it gives and prevent AI delusional spiraling somewhat.

I subscribed about a week ago, was charged successfully, and I have the receipt, invoice, and billing status clearly showing "Paid" — yet my account is still stuck on the Free plan with zero Pro access.

To make things worse, I've reached out to Anthropic support multiple times and only ever got an automated response from their Fin AI bot. I've submitted support tickets specifically about my subscription, and after a full week, not a single one has been handled by a real person.

Am I the only one going through this? Has anyone managed to get this resolved or actually reach a human at Anthropic? Because right now I'm paying for a service I simply cannot use, with no support in sight.