Space Autonomy
Autonomy engineers build the decision-making that lets a spacecraft or fleet act without step-by-step ground instruction. We place the rare engineers who can do this at flight-critical reliability.
What Autonomy / AI engineers actually do.
Autonomy engineers build the decision-making systems that let a spacecraft or fleet act without step-by-step ground instruction – from onboard fault response and resource scheduling to perception and path-planning for robotic and multi-satellite operations.
This genuinely combines AI/ML expertise with real-time, resource-constrained flight systems experience — a combination most AI talent has never had to work within, since almost no commercial AI role demands this level of reliability.
Why this hire is hard.
- Genuinely combines AI/ML expertise with real-time, resource-constrained flight systems experience
- Validating autonomous behaviour to spaceflight’s reliability bar is a young, evolving discipline with few established experts
- Often competing for the same candidates as commercial AI/robotics companies paying differently
- PhD-level candidates common at senior levels, narrowing the pool further
- Genuine flight or safety-critical autonomy experience — as opposed to research-only — is rare
Roles, technologies and seniority we cover
Roles we cover
Autonomy Engineer, Onboard Software Engineer (autonomy), Perception Engineer, Planning & Scheduling Engineer, AI/ML Engineer (flight systems), Autonomy Lead.
Technologies & competencies
Machine learning & perception frameworks, path planning & scheduling algorithms, onboard decision-making architectures, simulation & verification of autonomous behaviour, real-time constraints, sensor fusion.
Seniority levels
Graduate/Early Career through Senior, Principal and Autonomy Lead — PhD-level common given the research-adjacent nature of the field.
Typical candidate profiles
Robotics, computer science or aerospace backgrounds with AI/ML specialisation; often crossing over from autonomous vehicles, defence autonomy, or robotics research; genuine flight or safety-critical autonomy experience is rare and highly valued.
Relevant industries
New-space constellations, defence autonomy programmes, robotic exploration missions, satellite servicing.
Related disciplines & insights
Robotics
Where autonomy meets physical manipulation and mobility.
Flight Software
The onboard software layer autonomy logic runs within.
Why commercial AI talent rarely transfers directly to spaceflight
The reliability gap between consumer AI and flight-critical autonomy.