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COMMERCIAL SPACE · INDUSTRY INSIGHT

Launch is only the beginning:How software keeps evolving in orbit

A spacecraft may operate for years. Its software must stay stable, upgrade safely and adapt as missions change

Launch does not mark the end of a software mission. It marks the beginning of the longest phase. Missions change, models evolve and payloads generate new data, while software must continue operating with finite compute, intermittent connectivity and no on-site maintenance. Commercial space is moving from one-off hardware delivery to continuous operation across the orbital lifecycle

01 · LAUNCH IS THE BEGINNING

The software lifecycle begins when the spacecraft reaches orbit

On the ground, a software fault can be investigated on site and a device can be replaced. In orbit, those options disappear. A configuration error, failed update or poor resource allocation can affect the mission that follows

Spacecraft often operate for years. New targets, algorithms and services will emerge long after launch, requiring software that can remain stable while evolving under control

Satellite Town industry exchange forum
Commercial space industry exchangeFrom launch delivery to lifecycle operations

02 · WHAT HAPPENS IN ORBIT

The real question is not simply whether software can run

01 / CHANGING MISSIONS

Tomorrow's task may be different

New observation targets, algorithms and services require applications that can adapt after launch

02 / FINITE RESOURCES

Every unit of compute must serve the mission

CPU, GPU, NPU, memory and storage must be coordinated according to changing priorities

03 / LIMITED LINKS

Not every byte can wait for the ground

Imagery and telemetry need to be filtered and analyzed onboard before essential results are transmitted

04 / UNATTENDED OPERATION

Updates must be safe and reversible

Validation, controlled rollout, monitoring and rollback are essential to protect the spacecraft mission

03 · SOFTWARE KEEPS EVOLVING

Move from one-time delivery to continuous growth

A software-defined satellite needs more than additional applications. It needs a lifecycle connecting ground development, validation, orbital deployment, operational monitoring and controlled updates

Hardware abstraction reduces repeated adaptation. Unified lifecycle control allows new capabilities to reach orbit with traceability and risk control. A space-ground loop turns models and policies developed on Earth into continuously evolving orbital capability

Zhuming Technology presenting at the Satellite Town event
Zhuming Technology on stageSpace-ground integration · intelligent compute in orbit

04 · ZHUMING SOLUTION

Connecting development, compute and orbital operations

For long-term commercial space operations, Zhuming Technology builds AI Runtime Infrastructure. PiiHive-Space provides a unified onboard runtime so applications can be deployed, scheduled and evolved more consistently across hardware platforms and mission phases

CAPABILITY 01

Unified runtime

Abstract hardware differences and provide a consistent, controlled foundation for onboard applications

CAPABILITY 02

Heterogeneous scheduling

Coordinate CPU, GPU and NPU resources according to mission priority and current availability

CAPABILITY 03

Application lifecycle control

Manage versions, deployment, monitoring, upgrades and rollback as one traceable process

CAPABILITY 04

Space-ground collaboration

Connect ground development with orbital execution so models, policies and applications can keep evolving

AI Runtime Infrastructure presentation by Zhuming Technology
AI Runtime InfrastructureConnecting ground development with orbital operation

05 · CUSTOMER VALUE

The outcome is a different way to deliver missions

01 / ENGINEERING

Reach a runnable state faster

Reduce environment rebuilding, manual coordination and version drift across development and validation

02 / BUSINESS

Receive critical results sooner

Filter imagery, detect targets and analyze telemetry onboard before transmitting essential outcomes

03 / OPERATIONS

Keep capability evolving

Use traceable releases, controlled upgrades and rollback so capability does not freeze at launch

04 / MISSION

Gain more value from finite resources

Continuously align onboard compute and applications with the mission that matters most

FROM LAUNCH TO CONTINUOUS OPERATION

From putting a satellite in orbit to keeping capability alive there

Commercial space is moving from one-time engineering delivery to long-term, continuous operations. Sustainable value depends not only on hardware and launch, but also on software that remains stable, upgrades safely and adapts to new missions

Zhuming Technology connects development, compute and runtime so onboard intelligence becomes a software system that can keep growing

ABOUT ZHUMING

About Zhuming Technology

Zhuming Technology builds runtime infrastructure for AI production and the physical world, connecting enterprise data centers, edge sites and intelligent devices so compute, models and tasks can be orchestrated and governed across cloud, edge and endpoint environments