Demo

AI/ML Platform Architect

neonaerospace
Irvine, CA Full Time
POSTED ON 3/8/2026
AVAILABLE BEFORE 5/7/2026

Aerospace is at a turning point — costs are rising, supply chains are strained, and old ways of building can’t keep up. At Neon Aero, we’re breaking that mold. We move fast, think big, and combine start-up agility with aerospace expertise to design, build, and scale aircraft in ways the industry has never seen. Our team leverages automation, AI-driven tools, and a fully connected digital backbone to accelerate innovation and reduce barriers to production.

Here, you won’t just take a job — you’ll help reinvent how the world flies. If you’re ready to solve complex problems, push technology further, and work alongside some of the brightest minds in aerospace, this is your chance to make a real impact.

Neon is building the next generation of aerospace systems as a Tier-1 supplier—AI-native, digitally integrated, and compliance-ready from day one. We’re looking for an AI/ML Platform Architect to own our AI enablement layer end-to-end: the platform, standards, and production patterns that let teams ship classic ML and generative AI with speed and rigor. This is a high-impact, hands-on role where you’ll establish Neon’s MLOps   LLMOps foundation, deliver reference implementations that unlock rapid delivery, and—over time—build and deploy Neon-owned models, agents, and AI applications. 

Why This Role Matters:  

In many companies, AI experimentation outpaces operational discipline. At Neon, AI must be both powerful and auditable. Without a strong platform architecture, AI systems become fragmented, inconsistent, and risky—especially in an aerospace context where traceability and governance aren’t optional. This role ensures AI is built on a controlled, production-grade foundation so it becomes a scalable capability embedded across Neon’s digital backbone—without sacrificing security, compliance, or first-pass quality. 

You will get to: 

  • Build Neon’s AI/ML platform: training workflows, model registry, deployment frameworks, and monitoring standards
  • Define and operate LLMOps capabilities: prompt management, evaluation harnesses, RAG patterns, and agent runtime standards
  • Own retrieval vector architecture: embedding strategy, indexing standards, latency targets, and cost controls
  • Design model serving and deployment patterns for mixed environments (managed services and self-hosted) based on best fit
  • Establish CI/CD for models and AI services, including automated evaluation gates, safe releases, rollbacks, and change control
  • Implement runtime observability for models, agents, and retrieval systems (quality, drift, safety signals, and cost)
  • Define AI governance: model cards, evaluation criteria, approval workflows, audit logging, and versioning for models/prompts/agents
  • Partner with IT/security to define controls—while remaining accountable for AI security outcomes and requirements
  • Ensure data access compliance, honoring data platform constraints and “data always wins” tie-break rules
  • Translate high-value use cases into platform requirements and ship reference solutions that set the standard across teams
  • Deliver initial Neon-owned AI apps/agents/models to prove value and establish reusable patterns
  • Serve as Neon’s AI/ML platform SME, co-leading ML data readiness with the Data Platform Architect
  • Mentor and scale a small ML platform team after the initial solo principal phase 

What you’ll Bring:  

  • Bachelor’s or master’s in computer science, machine learning, data engineering, or related field (or equivalent professional experience)
  • Minimum of 8 years in ML engineering, platform engineering, or production AI systems
  • Demonstrated experience with MLOps and LLMOps (registry, evaluation, deployment, monitoring)
  • Experience deploying model serving frameworks and operating production inference
  • Strong programming skills (Python strongly preferred)
  • Experience designing governed AI systems with evaluation and auditability baked in 

Preferred qualifications 

  • Experience in a regulated industry (aerospace, defense, medical, finance) with compliance-driven controls
  • Familiarity with MLflow, Kubeflow, or equivalent platforms
  • Experience with vector databases and high-scale retrieval systems
  • Cloud architecture experience (Azure, AWS, or GCP)
  • Familiarity with digital engineering toolchains and traceability expectations 

Why Join Us: 

  • Work alongside elite engineering talent and innovators from across aerospace and tech.
  • Be part of a team moving faster than the industry standard.
  • Shape solutions that are lower-cost, autonomous, and scalable — the future of aviation.
  • Competitive compensation, including equity participation, growth opportunities, and full heath benefits (health, vision, dental, 401K) designed to support you in and out of work. 

This pay range is specific to the location where the role is posted. Final pay will depend on experience, skill level, and other job-related factors.

Location-Specific Pay Range

$210,000 - $238,750 USD

Neon Aero, Inc is an Equal Opportunity Employer. We celebrate diversity and are committed to creating an inclusive environment for all employees. We do not discriminate on the basis of race, religion, color, national origin, gender, sexual orientation, gender identity or expression, age, disability, veteran status, or any other protected status under applicable law.

We believe that diverse perspectives drive innovation, and we welcome candidates from all backgrounds to apply.

All final candidates must successfully complete a background check and drug screening as a condition of employment.

At this time, Neon Aero and its divisions are not accepting unsolicited resumes from third-party recruiters or staffing agencies.

 

Salary : $210,000

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