How Claude Actually Thinks: Anthropic Reveals the Mechanism as OpenAI Prepares Its Integration

On July 10, 2026, Anthropic published new research showing how Claude uses hidden internal mechanisms to reason about complex abstract concepts. The same day, OpenAI announced progress on an integrated app, a so-called super-app that will bring all of the company's services together in one tool.

How Claude Actually Thinks

Anthropic researchers used a technique for deep analysis of the network's activations and found that Claude forms internal "reasoning spaces": virtual areas where the network performs intermediate computations before generating its final answer. It resembles human thinking: when we work through a problem, an invisible process runs in our heads before we say the solution out loud.

Key findings:

• Hidden spaces help Claude split its reasoning into stages
• The mechanism lets the network handle contradictions and refine its answers
• This is the first detailed study of the internal workings of modern LLMs
• The discovery may help in building more reliable AI systems

Large language models used to be considered black boxes. Researchers knew that text goes in and an answer comes out, but the mechanism remained a mystery. Now Anthropic has lifted the veil a little: it turns out the network actively uses an internal structure for deep analysis.

The Super-App: OpenAI's New Strategy

In parallel, OpenAI is developing an ambitious project. The company is working on an app that will combine several of its products: ChatGPT for text conversation, video generation, music capabilities and analytics, all in one interface. This super-app will compete less with other AI companies than with operating systems themselves.

OpenAI's idea is simple: the user comes to a single app and can perform every task:

• Write a letter in English
• Generate a video to accompany the letter's text
• Add a musical backing
• Check analytics on sent messages

It looks like an attempt to build an AI operating system, not on top of Windows or macOS, but alongside them, with its own set of tools.

Why It Matters

The two stories show how the AI industry is developing. Anthropic is digging into understanding: HOW and WHY neural networks work. OpenAI is focused on scaling: making AI more accessible and more integrated. Both strategies are necessary: science is needed for progress, integration is needed for adoption. The result: in 2026, AI is becoming simpler for users and harder for competitors to copy.

Frequently Asked Questions

How can I use these Anthropic findings?

Anthropic's research is still scientific and aimed at developers. For ordinary Claude users, it means the network will keep becoming more reliable, since Anthropic can improve it based on an understanding of its internal mechanisms.

When will OpenAI's super-app be released?

There is no exact date, but rumor has it the first version will appear in the second half of 2026. OpenAI is currently testing with a small group of users.

Could the integration be tied to a subscription?

Probably. OpenAI follows a premium-service model: basic features are free or included in ChatGPT Plus, while premium integration requires an additional fee or a separate subscription.