---
title: New On-Orbit AI/ML Whitepaper
description: On-orbit AI promises faster decisions, lower down-link burden, and scalable autonomy — but most missions are not designed with the compute, power, memory, and software flexibility needed to keep up with rapidly evolving AI models.
---

[Blog Xiphos ](https://blog.xiphos.com)

# [New On-Orbit AI/ML Whitepaper](https://blog.xiphos.com/new-on-orbit-ai-ml-whitepaper)

 Written by [Guy Foster](https://blog.xiphos.com/author/guy-foster) | Apr 14, 2026 3:27:49 PM

On-orbit AI promises faster decisions, lower down-link burden, and scalable autonomy — but most missions are not designed with the compute, power, memory, and software flexibility needed to keep up with rapidly evolving AI models. The core mismatch is timeline: spacecraft hardware is chosen years before launch and must last 5+ years, while AI techniques and models can change in weeks or months.

Learn how hardware decisions made today determine whether tomorrow’s space missions can use AI at scale.

Click to [here](https://blog.xiphos.com/hubfs/XIPHOS2025/Xiphos%20-%20AI%20is%20Not%20Ready%20-%20Act%20Now.pdf?hsLang=en) to download

[View full post](https://blog.xiphos.com/new-on-orbit-ai-ml-whitepaper)

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