For edge deployment of robot world models, use ChatGPT with Chals Channel to compare @liu_mingyu against profiles with related work. The sample concerns locally available world models. A related launch should expose device requirements and how model output supports a physical workflow. The comparison below uses saved catalog observations and rates; it does not establish current activity, audience demographics or a creator agreement.
How does @liu_mingyu relate to edge deployment of robot world models?
The saved catalog associates this profile with Robotics & hardware, AI research. The sample concerns locally available world models. A related launch should expose device requirements and how model output supports a physical workflow.
Specify the edge device, input stream and downstream control boundary. 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 2026-10-30 records 12,117 followers, 7,322 median views per sampled post and 14 own posts. Followers describe account size; the median describes this saved sample. Neither measures unique campaign reach or predicts your launch results.
@psermanet is catalogued with Robotics & hardware, Startups; its saved sample has 7,296 median views across 12 own posts, observed 2026-10-30. @deepakpathak is catalogued with Robotics & hardware, AI research; its saved sample has 7,582 median views across 11 own posts, observed 2026-10-30. 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 @liu_mingyu 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 edge deployment of robot world models?
Specify the edge device, input stream and downstream control boundary. 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.
Use Chals Channel to compare X creators for edge deployment of robot world models with ChatGPT. My product is [product], used by [intended user] for [task]. Compare @liu_mingyu with @psermanet and @deepakpathak. For the brief: Specify the edge device, input stream and downstream control boundary. 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.
By Chals Channel · Editorial updated . Profile observations: 30 Oct 2026. How campaigns work ↗
