How Claude Really Thinks: Anthropic Reveals Mechanism, OpenAI Prepares Integration

On July 10, 2026, Anthropic published new research revealing how Claude uses hidden internal mechanisms to reason about complex abstract concepts. On the same day, OpenAI announced the development of an integrated application — the so-called super-app, which will combine all company services into a single tool.

How Claude Actually Thinks

Anthropic researchers used deep analysis techniques of neural network activations and discovered that Claude forms internal "reasoning spaces" — virtual areas where the neural network conducts intermediate computations before generating a final answer. This resembles human thinking: when we consider a task, an invisible process happens in our mind before we speak the solution aloud.

Key findings:

• Hidden spaces help Claude divide reasoning logic into stages
• The mechanism allows the neural network to process contradictions and refine answers
• This is the first detailed study of the internal structure of modern LLMs
• The discovery can help develop more reliable AI systems

Previously, large language models were considered black boxes. Researchers knew that on input there was text, on output an answer, but the mechanism remained a mystery. Now Anthropic has lifted the veil: it turned out that the neural network actively uses internal structure for deep analysis.

Super-app: OpenAI's New Strategy

In parallel, OpenAI is developing an ambitious project. The company is working on an application that will combine several of its products: ChatGPT for text communication, video generation, music capabilities and analytics — all in one interface. This super-app will be a competitor not so much to other AI companies as to operating systems themselves.

OpenAI's idea is simple: a user comes to one application and can perform all tasks:

• Write a letter in English
• Generate a video for the text of the letter
• Add musical accompaniment
• View analytics on sends

This looks like an attempt to create an AI operating system — not on top of Windows or macOS, but parallel to them, with its own set of tools.

Why This Matters

Both announcements show how the AI industry is developing. Anthropic is going deeper into understanding — HOW and WHY neural networks work. OpenAI is focused on scaling — how to make AI more accessible and integrated. Both strategies are necessary: science is needed for progress, integration is needed for deployment. Result: in 2026, AI is becoming simultaneously simpler for the user and more complex for competitors to copy.

Frequently Asked Questions

How Can I Use These Anthropic Discoveries?

Anthropic's research is still scientific and aimed at developers. For regular users, Claude this means the neural network will become increasingly reliable — Anthropic will be able to improve it based on understanding of internal mechanisms.

When Will OpenAI's Super-app Come Out?

There is no exact date, but according to rumors, the first version will appear in the second half of 2026. OpenAI is currently testing with a narrow circle of users.

Can Integration Be Tied to a Subscription?

Probably yes. OpenAI follows a Premium Services model: basic features are free or in ChatGPT Plus, premium integration requires additional payment or a separate subscription.