---
title: "Anthropic Warns Investors: AI May Be Approaching the Self-Improvement Threshold"
description: "Anthropic warned investors in a report that it may be approaching the AI recursive self-improvement threshold. The company emphasizes that no model has crossed this limit, and human control will be preserved."
date: 2026-11-03T11:18:38.639Z
lang: en
url: https://xab.info/en/posts/anthropic-rsi-ai-self-improvement
tags: [anthropic, artificial-intelligence, recursive-self-improvement, ai-safety, openai]
author: "Alexander Buran"
publisher: "XAB.info"
---

# Anthropic Warns Investors: AI May Be Approaching the Self-Improvement Threshold

![Transparent futuristic monitor on a wooden desk visualizing Anthropic Claude AI algorithms and self-improvement](https://xab.info/media/2026/11/03/anthropic-rsi-ii-samosovershenstvovanie/anthropic-rsi-ii-samosovershenstvovanie-1.webp)

## Key Points

- Anthropic stated in an investor report that it may be approaching the recursive self-improvement (RSI) threshold under its responsible scaling policy.
- The company emphasizes that no current model has crossed this limit yet, and a full transition to autonomous design of new architectures is not planned.
- Anthropic's position aligns with Sam Altman's warning at the UN Security Council that the speed of AI development may outpace the ability of humans and institutions to respond.

Anthropic, one of the leading advanced artificial intelligence laboratories, warned investors in a report that technology could begin independently creating and improving its subsequent generations faster than experts predicted. This was reported by RBC-Ukraine with reference to the company's documentation. In it, developers directly point to the risk that the evolution of model capabilities will significantly outpace the ability of engineers to implement safety and alignment measures.

### What is Recursive Self-Improvement

Recursive self-improvement (RSI) occurs at the moment when artificial intelligence becomes so effective at training similar systems that the process of technological development begins to move with unprecedented acceleration. According to Anthropic's internal estimates, the company may be approaching the RSI threshold set in its responsible scaling policy. At the same time, the developers emphasize that none of the current models have crossed this limit yet, and previously the company recorded a sharp increase in the performance of new models only after it had already occurred.

### Two Polar Assessments of the Same Process

Critics and supporters of RSI view this process differently. Pessimists consider recursive self-improvement to be a critical limit after which algorithms will spiral out of human control and begin developing independently. Optimists, conversely, see this tool as a source of unprecedented productivity for scientific discoveries and engineering breakthroughs. Anthropic emphasizes that AI models are rapidly progressing in programming, mathematics, and cybersecurity, and against this backdrop, the issue of controlling their ability to independently improve is becoming increasingly acute.

### Human Control and Revision of Safety Policy

Anthropic's management promises to "maintain meaningful human control and direct involvement in the investigation process and the creation of subsequent generations of AI." Complete system autonomy in designing new architectures, according to the company, is not planned for now. Security policies are being reviewed to prevent the loss of control over technological development. Thus, even when approaching the RSI threshold, the company declares that a human will remain in the decision-making loop.

### Context: Warnings from OpenAI and at the UN Level

Anthropic's position is not isolated. OpenAI CEO Sam Altman, at a UN Security Council meeting dedicated to artificial intelligence, stated that the risk lies in the fact that everything is happening so fast that humans can no longer monitor what is happening or intervene if necessary. According to him, the automation of the AI development process itself could lead to a sharp acceleration in technology development, and systems are already becoming more autonomous, which is why state and international institutions need to take this speed into account when formulating regulatory approaches.

The combination of these statements indicates that the issue of recursive self-improvement is ceasing to be hypothetical: leading laboratories are openly discussing it as a practical scenario requiring a revision of security policies and international regulatory mechanisms.

## Fact-Check & Sources

- [ИИ может начать совершенствовать сам себя: почему Anthropic боится потерять контроль](https://www.rbc.ua/ukr/news/shi-mozhe-pochati-vdoskonalyuvati-sam-sebe-1793698716.html) - Primary source: Anthropic's investor report on approaching the RSI threshold, promise of human control, revision of security policy. Approaching the threshold is an internal company assessment.
- [ИИ может начать развиваться без участия человека](https://www.klerk.ru/buh/news/710419/) - S. Altman's statement at the UN Security Council meeting regarding the speed of AI development and the risk of losing the ability to intervene; context consistent with Anthropic's position.

## FAQ

### What is recursive self-improvement (RSI)?

It is a state where AI becomes so effective at training similar systems that the process of technological development begins to accelerate. Anthropic defines the RSI threshold in its responsible scaling policy.

### Have Anthropic's current models crossed the RSI threshold?

No. The company explicitly emphasizes that none of the current models have crossed this limit yet, and approaching it is an internal assessment.

### Does Anthropic plan to create new AI models completely autonomously?

No. Management states that complete system autonomy in designing new architectures is not planned for now, and humans will retain meaningful control and direct participation.