---
title: "What architectural innovations do you expect to replace or extend Transformers in the future?"  
description: "What architectural innovations do you expect to replace or extend Transformers in the future?"  
author: "Manish Kumar"  
published: 2026-06-15  
updated: 2026-06-15  
canonical: https://answers.mindstick.com/qa/116831/what-architectural-innovations-do-you-expect-to-replace-or-extend-transformers-in-the-future  
category: "artificial-intelligence"  
tags: ["artificial intelligence", "llm"]  
reading_time: 1 minute  

---

# What architectural innovations do you expect to replace or extend Transformers in the future?

**What [architectural](https://www.mindstick.com/blog/11770/umaid-bhawan-palace-an-architectural-marvel-in-jodhpur) [innovations](https://www.mindstick.com/articles/167458/5-business-innovations-on-a-budget) do you expect to [replace](https://www.mindstick.com/forum/2310/how-to-replace-character-in-jquery) or [extend](https://www.mindstick.com/forum/2353/how-to-implements-of-inheritance-in-java) [Transformers](https://answers.mindstick.com/qa/116779/why-is-positional-encoding-needed-in-transformers) in the [future](https://yourviews.mindstick.com/view/81299/why-south-korea-wants-to-join-future-g-11)?**


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Original Source: https://answers.mindstick.com/qa/116831/what-architectural-innovations-do-you-expect-to-replace-or-extend-transformers-in-the-future

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