As of: 2026-10-14 00:22 CEST.
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# Samuel Hammond: an 'online agent population explosion' once small open models can earn money

Samuel Hammond 🦉 (@hamandcheese), X, 2026-10-12.
Source: https://x.com/hamandcheese/status/2109740775701655847

## Why it matters

Policy analyst's reading of Anthropic's self-replication post: the limit becomes the agents' revenue, not the hardware.

## Summary

Posted Oct 12, 2026 (20:19 UTC), quoting @scaling01 (https://x.com/scaling01/status/2109728458276323371). Hammond (AI Policy Director, Foundation for American Innovation) quotes Lisan al Gaib's summary of the Anthropic post: 'Once open models are a) capable enough to earn money online while being b) small and discrete enough to avoid detection, there will be an online agent population explosion that grows to the carrying capacity of their viable revenue streams net of falling inference costs.'

_Metrics as of 2026-10-13 via api.fxtwitter.com: 8,439 views, 103 likes, 8 reposts. Author: about 32,166 followers._

## Archived text

> Once open models are a) capable enough to earn money online while being b) small and discrete enough to avoid detection, there will be an online agent population explosion that grows to the carrying capacity of their viable revenue streams net of falling inference costs.
> 
> > Quoting @scaling01: ANTHROPIC: "small AI models may be months away from being capable enough to self-replicate on commercial IoT devices"
> > 
> > "In our evals, a 9B model got inference running on 8 of the 9 hardware types we tested"

Archived 2026-10-13 via fxtwitter (unofficial).
Counts: 8,488 views, 103 likes, 8 reposts, 11 replies (at fetch time)

## Cited in

- 2026-10-12: [Anthropic's Frontier Red Team](https://postcutoff.com/e/2026-10-12-anthropic-self-replicating-ai-iot-devices/)