# Compare LLM security research profiles with ChatGPT: the Chaofan Shou example

Canonical: https://chalsai.com/chalschannel/x/shoucccc

By Chals Channel · Editorial 2026-10-30 · Profile observations 2026-10-27T15:22:59.745798000Z

For LLM data and security boundaries, a useful creator shortlist starts with the product task you need to explain. This profile pairs @shoucccc's saved catalog observations with an editorial reading of the work, a budget example and a prompt you can adapt. The profile is public catalog research, not a creator endorsement or a confirmed collaboration.

## Profile
@shoucccc · United States · 81041 followers · 276757 median views per sampled post · 9 own posts in the saved sample.

Saved observations, not live measurements or a campaign forecast. Creator location does not establish audience location.

## When is @shoucccc relevant to LLM data and security boundaries?

The saved profile combines LLM and research topics within a security classification. A security-oriented AI launch should make access boundaries, dataset provenance and authorized testing explicit. Treat claims in a saved social post as statements to investigate rather than verified product findings.

## How can I compare this profile in Claude or ChatGPT?

The observation dated 2026-10-27 records 81,041 followers, 276,757 median views per sampled post and 9 own posts in the saved sample. These fields answer different questions: followers describe account size, while median views summarize those particular sampled posts. They do not estimate unique people reached or current weekly activity.

@cyb3rops has 32,952 median views in a saved sample of 10 own posts. @log4j has 31,111 median views in a saved sample of 20 own posts. Review the topics and linked work before preferring a larger number. The observations may have different dates and sample sizes; they are not a controlled campaign comparison.

## What would one quote post mean for the creator budget?

The saved Chals Channel quote-post rate for @shoucccc is €310. In an illustrative €1,000 creator budget, that is 31% and leaves €690 for other collaborations. This is arithmetic about creator spend, before the platform fee and taxes; it is not a campaign-reach forecast. Compare the original-post, repost and comment rates above before choosing a mix.

Start with a Boost if you will publish the main launch post yourself. Quotes add a creator's perspective, comments add discussion and reposts reshare the original. Planning and comparison are free in Chals Channel; a booking needs your review and confirmation on its website.

## What should my LLM data and security boundaries launch brief contain?

Demonstrate a permitted data-access boundary and the expected response to an unauthorized request.

Give the assistant your product, intended users, launch time and creator budget. Ask it to explain the inclusion and exclusion criteria, keep unknown audience information explicit and show a shortlist before creating a campaign. A saved location describes the creator, not the geography of their audience.

Prompt: Use Chals Channel to compare LLM security research profiles with ChatGPT. My product is [describe product], for [intended users]. Compare @shoucccc with @cyb3rops and @log4j using topic fit, sample dates, median views, sample sizes and rates. For the brief: Demonstrate a permitted data-access boundary and the expected response to an unauthorized request. Ask for my budget and launch date, propose Boost first and keep booking for my review on the website.

Official guide: https://chalsai.com/chalschannel/docs