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Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Demonstrates expertise in building AI product experiences from concept to production, with strong full-stack engineering skills and hands-on experience in LLMs and AI workflows. Capable of translating complex technical ideas into user-friendly designs while collaborating effectively with cross-functional teams.
Highest-signal resume keywords
Full-Stack EngineeringAI WorkflowsLLMsProduct JudgmentStrong Communication Skills
ATS Keywords
Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills
Software EngineeringMachine LearningPrototypingTechnical DesignUser Experience Design
Soft Skills
CommunicationCollaborationProblem-Solving
Industry Keywords
AI ProductsUser-Facing SystemsProduct ManagementTechnical DocumentationEvaluation and Monitoring
About the role
Key responsibilities & impact- Build zero-to-one AI product experiences from early concept through prototype, validation, and productionization.
- Work with users, product managers, designers, researchers, engineers, and customer-facing teams to identify high-impact opportunities.
- Translate ambiguous customer needs and product ideas into clear workflows, interfaces, and technical designs.
- Build and improve AI agent development, testing, evaluation, monitoring, and optimization workflows.
- Use product data, user feedback, and evaluation results to understand what is working and what needs to improve.
- Create clear demos, product notes, technical docs, and recommendations that help teams align and move faster.
- Help define the product and technical bar for AI-native experiences at Cresta.
Requirements
What you’ll need- 5+ years as a software/ML engineer on user-facing systems with strong full-stack engineering skills.
- Experience building and shipping products or major features with significant end-to-end ownership.
- Hands-on experience with LLMs, AI agents, AI workflows or applied ML products.
- Strong product judgment and the ability to simplify complex technical ideas into intuitive user experiences.
- Comfort working in ambiguous problem spaces where the right answer is not yet obvious.
- Ability to move quickly from idea to prototype while maintaining strong engineering rigor.
- Strong communication skills, especially when explaining technical concepts to cross-functional audiences.
Benefits
Comp & perks- Comprehensive medical, dental, and vision coverage with plans to fit you and your family
- Flexible PTO to take the time you need, when you need it
- Paid parental leave for all new parents welcoming a new child
- Retirement savings plan to help you plan for the future
- Remote work setup budget to help you create a productive home office
- Monthly wellness and communication stipend to keep you connected and balanced
- In-office meal program and commuter benefits provided for onsite employees