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Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Demonstrates expertise in designing and deploying production services and APIs, with a strong focus on AI systems and cloud environments. Proficient in managing the software lifecycle, optimizing costs, and ensuring compliance with SOC 2/SOX standards.
Highest-signal resume keywords
Production Systems OwnershipBackend Services/API DevelopmentPython ProgrammingAWS/GCP ArchitectureCI/CD Implementation
Tech Stack
Tools & technologiesAbout the role
Key responsibilities & impact- Design, build, and ship production services, APIs, and user-facing interfaces where needed
- Own the full software lifecycle, including implementation, testing, code review, CI/CD, deployment, and maintenance
- Build and operate production AI systems covering RAG, evaluation, fine-tuning, serving, and inference optimization
- Turn prototypes into reusable platform capabilities with CI/CD, evaluation, and governance
- Architect AWS/GCP environments using Kubernetes, Terraform, and CI/CD for applications and model pipelines
- Own observability and incident response
- Partner on SOC 2/SOX and least-privilege IAM
- Manage cloud and AI spend through visibility, attribution, budgets, and reduction
- Optimize GPUs, inference routing, model selection, and right-sizing
- Track cost per request/token and GPU idle capacity
- Partner with product, engineering, and business stakeholders to deliver reliable software and reduce AI value cost per unit
Requirements
What you’ll need- 5+ years of professional software development experience owning production systems
- Experience shipping backend services/APIs and production AI/ML, including LLMs, RAG, and serving
- Strong Python plus a second stack: TypeScript/Node, Go, or Java
- Experience with PyTorch, TensorFlow, or equivalent serving
- Experience with AWS or GCP, Kubernetes, Terraform, and CI/CD
- Proven experience reducing or governing cloud/AI spend
- Ability to clearly communicate technical and cost tradeoffs and run what you build
- Preferred: full-stack React/Next.js, vector databases, inference optimization, FinOps tooling, SOX/SOC 2, Copilot/Cursor
- Must be authorized to receive and access commodities and technologies controlled under U.S. Export Administration Regulations
- Applicants must be authorized to receive access to Motive products and technology
Benefits
Comp & perks- Equal opportunity employer committed to a diverse and inclusive workplace
- Some interviews or new-hire training sessions may be held in person at one of Motive's global offices
ATS Keywords
✓ Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills
PythonTypeScriptNodeGoJavaPyTorchTensorFlowKubernetesTerraformInference Optimization
Soft Skills
Clear CommunicationTechnical Tradeoff Analysis
Tools & Technologies
CI/CDReactNext.jsVector DatabasesFinOps Tooling
Certifications & Qualifications
U.S. Export Administration Regulations Compliance
Industry Keywords
AI SystemsMachine LearningRAGSOC 2SOX