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![tbpn Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1838288550569349120.png) TBPN [@tbpn](/creator/twitter/tbpn) on x 92.6K followers
Created: 2025-07-09 23:04:16 UTC

We asked Naeem Talukdar (Co-Founder & CEO @moonvalley) about balancing foundational models and application layers:

"Foundational companies are having to think more about the application layer."

"There is an element of commoditization that is happening. There is a point where the output of the model hits the point of diminishing returns from the consumer perspective."

"Research labs and tech companies have been largely divorced from the end practitioner."

"For LLMs that are such general technology I think that makes sense."

"For us, understanding filmmakers and creators guides the research, not the other way around."

![](https://pbs.twimg.com/amplify_video_thumb/1943083750424018944/img/b0VTl0nwbsolXFOv.jpg)

XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1943083815280554100/c:line.svg)

[Post Link](https://x.com/tbpn/status/1943083815280554100)

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

tbpn Avatar TBPN @tbpn on x 92.6K followers Created: 2025-07-09 23:04:16 UTC

We asked Naeem Talukdar (Co-Founder & CEO @moonvalley) about balancing foundational models and application layers:

"Foundational companies are having to think more about the application layer."

"There is an element of commoditization that is happening. There is a point where the output of the model hits the point of diminishing returns from the consumer perspective."

"Research labs and tech companies have been largely divorced from the end practitioner."

"For LLMs that are such general technology I think that makes sense."

"For us, understanding filmmakers and creators guides the research, not the other way around."

XXXXX engagements

Engagements Line Chart

Post Link

post/tweet::1943083815280554100
/post/tweet::1943083815280554100