# Responsible sharing of security research artifacts: the @mariuszbit comparison

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

By Chals Channel · Editorial 2026-10-31 · Profile observations 2026-10-21T19:12:59.654391000Z

For responsible sharing of security research artifacts, use Claude with Chals Channel to compare @mariuszbit against profiles with related work. The saved discussion raises how technical findings are distributed. A defensive tool should document access boundaries and reporting purpose. The comparison below uses saved catalog observations and rates; it does not establish current activity, audience demographics or a creator agreement.

## Profile
@mariuszbit · Poland · 14817 followers · 3219 median views per sampled post · 10 own posts in the saved sample.

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

## How does @mariuszbit relate to responsible sharing of security research artifacts?

The saved catalog associates this profile with AI research, Cybersecurity. The saved discussion raises how technical findings are distributed. A defensive tool should document access boundaries and reporting purpose.

Provide a controlled artifact-sharing workflow with explicit recipients. Check the linked original example and the profile bio for context. A prominent personal or unrelated post should not be treated as evidence about a technical product or buyer demand.

## What should Claude or ChatGPT compare?

The observation dated 2026-10-21 records 14,817 followers, 3,219 median views per sampled post and 10 own posts. Followers describe account size; the median describes this saved sample. Neither measures unique campaign reach or predicts your launch results.

@blindma1den is catalogued with Cybersecurity, AI research; its saved sample has 3,208 median views across 20 own posts, observed 2026-10-21. @InsiderPhD is catalogued with Cybersecurity, AI research; its saved sample has 3,127 median views across 13 own posts, observed 2026-10-21. Compare the linked work and the product explanation before preferring a larger figure. Different observation dates and samples are not a controlled campaign comparison.

## What do the saved format rates mean for a launch?

The saved quote-post rate for @mariuszbit is €145. In an illustrative €1,000 creator budget, one quote uses 14.5% and leaves €855. A quote plus one comment from this profile would use €190 of creator spend. These are arithmetic examples using the listed formats, before account-specific platform fees and tax; they are not reach forecasts or confirmed creator participation.

Start with Boost when your brand owns the main launch post: a quote adds a perspective, a comment adds discussion and a repost reshares the original. Use a sponsored original when the explanation needs its own post. Research and planning are free; review the actual booking on the Chals Channel website.

## How can I prepare a brief for responsible sharing of security research artifacts?

Provide a controlled artifact-sharing workflow with explicit recipients. Give the assistant the product, intended user, launch date, time zone and creator-spend ceiling. Ask what evidence is still missing before it recommends a shortlist.

Keep the observed profile data separate from the proposed demonstration. The saved sample is not live analytics, a creator location is not audience geography, and a public listing does not establish availability or endorsement.

Prompt: Use Chals Channel to compare X creators for responsible sharing of security research artifacts with Claude. My product is [product], used by [intended user] for [task]. Compare @mariuszbit with @blindma1den and @InsiderPhD. For the brief: Provide a controlled artifact-sharing workflow with explicit recipients. Explain the fit and exclusion reasons, show observation dates and sample sizes, and compare listed format rates. 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