# Anthropic's IPO filing says its models may soon meet its recursive self-improvement threshold

> Original title: Anthropic’s lastest updated S1/IPO filing report shows future models may imminently reach its recursive self-improvement (RSI) threshold.

- Source: Rohan Paul
- Published: 2026-11-02T18:43:26.000Z
- Bad Influence: https://badinfluence.news/items/d66tkks738ei5gzujcxqw4fc7
- Original: https://x.com/rohanpaul_ai/status/2117326734442049563

## Summary

Rohan Paul relays Anthropic's updated S1 filing, which says its models may imminently meet the Responsible Scaling Policy definition of dramatically accelerated progress attributable to AI. He also quotes David Sacks saying a past Anthropic blog post reported that 26% of tasks involved in building next-generation models already used Claude. The post's own claims include internal Claude use growing over 250 times in eight months, though the post does not confirm the 26% figure from the filing.

## Why it matters

The filing's own language on internal AI-driven acceleration gives readers a primary-source reading of a claim that otherwise rests on a podcast quote and secondhand summary.

## Post

Anthropic’s lastest updated S1/IPO filing report shows future models may imminently reach its recursive self-improvement (RSI) threshold.

Its Responsible Scaling Policy defines that point as AI capabilities improving at 2x the fastest sustained pace seen without major AI help.

So 1 year would deliver 2 normal years of progress, plausibly because models are automating research and engineering.

In 8 months, Anthropic’s internal use of Claude grew over 250 times, and in April its monthly value passed what the company spends on its people.

![](https://badinfluence.news/api/img-proxy?u=https%3A%2F%2Fpbs.twimg.com%2Fmedia%2FHWJBbktbgAABm3-.png&mode=thumb&exp=1793836800&sig=d8eadd4c28fb084e)

## Quoted post @rohanpaul_ai

> Anthropic's own AI was already doing 26% of the work to build its next models (RSI).
> 
> "If you go back to August, Anthropic published a very interesting blog talking about how they were using RSI. 
> 
> They had a chart showing that 26% of their tasks that are involved in trying to create the next generation of models, they were already were using RSI to do that.
> 
> Now, that was back in August, so who knows what they're at now, being in October."
> 
> - @DavidSacks 
> 
> ----
> Full video on "All-In Podcast" YouTube channel, (link in comment)

https://x.com/rohanpaul_ai/status/2116821796297298122