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Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Demonstrates expertise in building and shipping domain-specific AI products, with a strong focus on integrating AI-native functionality into existing systems and managing AI talent effectively. Proven ability to work in ambiguous environments and lead projects from conception to deployment.
Highest-signal resume keywords
Production Experience With Frontier And Open ModelsAbility To Build And Ship Products IndependentlyStrong Judgment On Fine-Tuning And Evaluation HarnessesForward-Deployed Engineering ExperienceDemonstrated Solo Or Lead Building Ability
ATS Keywords
Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills
AI Product DevelopmentModel Fine-TuningData MigrationEvaluation Infrastructure BuildingQuantitative ReasoningWorkflow RebuildingAgent DevelopmentAI Playbook CreationGitHub ProficiencyProject Management
Soft Skills
Strong JudgmentAbility To Work Comfortably With AmbiguityTeam CollaborationCoaching And Mentoring
Tools & Technologies
ClaudeGPTGeminiAI-Native SystemsLegacy SystemsEvaluation Harnesses
Industry Keywords
Domain ExpertiseAI-Native FunctionalityCustomer WorkflowsOperating VerticalPlayer-Coach Management
About the role
Key responsibilities & impact- Build industry-specific GPTs that encode domain expertise for each operating vertical
- Embed AI-native functionality into AI-native systems of record and replace core workflows
- Migrate datasets from legacy systems of record into new AI-native systems
- Create a repeatable AI playbook, model stack, evaluation harness, and infrastructure for future portfolio companies
- Ship a working domain-specific agent into a live customer environment within the first 30 days
- Build evaluation infrastructure to measure whether agents replace human workflows
- Fine-tune, distill, or route across frontier and open models based on vertical economics
- Observe customer workflows, instrument them, and rebuild them
- Manage AI talent across operating companies as a player-coach
- Spend approximately 90% of time building and 10% managing
- Work in the codebase daily
Requirements
What you’ll need- Demonstrated ability to build and ship products used by real people, independently or as the clear technical lead
- Forward-deployed engineering experience, including willingness to fly to customer sites and work from their offices
- Strong judgment on when to fine-tune, prompt, use RAG, agents, or evaluation harnesses, supported by quantitative reasoning
- Production experience with frontier and open models, including Claude, GPT, and Gemini
- Ability to work comfortably with ambiguity, small teams, and unglamorous industries
- GitHub link required
- Resume required
- List of 3–5 independently or primarily self-built projects required
- Demonstrated solo or lead building ability required
Benefits
Comp & perks- Equity
- Diverse and inclusive workforce
- Equal Opportunity Employer
