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Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Demonstrates expertise in backend or full-stack development, with a strong focus on building and maintaining human data platforms and evaluation environments. Proven ability to lead technical initiatives, manage project taxonomies, and ensure operational efficiency in multi-sided platforms.
Highest-signal resume keywords
Backend DevelopmentFull-Stack ExpertiseHuman Data PlatformsTechnical Initiative LeadershipOperational Metrics Management
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 EngineeringSystem DesignPipeline DevelopmentQuality ControlRole-Based Access Control (RBAC)Model EvaluationAnnotation PipelinesCoding Evaluation EnvironmentsMulti-Sided Platform ManagementEnvironment Orchestration
Soft Skills
AutonomyLeadershipCollaborationProblem-SolvingCommunication
Tools & Technologies
ContainersWorkersSandboxesWeb/Data Stacks
Industry Keywords
Human DataReinforcement Learning (RL)Evaluation WorkflowsTask ApprovalPayments ManagementOperational Layer
About the role
Key responsibilities & impact- Develop Anyone AI’s Human Data platform end to end
- Design, stand up, and harden RL, coding, STEM, and other evaluation environments
- Build reliable and repeatable environments for contributors and internal teams
- Lead platform development for project structures, pipelines, and project taxonomies
- Design pipelines from brief through tasks, quality control, and delivery
- Maintain coherent project taxonomies as domains and clients expand
- Support the operational layer covering payments/payouts, task approval/rejection, RBAC, roles management, and project revenue/cost visibility
- Set technical direction for the platform
- Prioritize environment work, pipeline development, and administrative operations
- Improve system instrumentation and operability
Requirements
What you’ll need- Senior software engineer with 4+ years of experience or equivalent ownership
- Backend or full-stack expertise
- Comfortable owning a production web product and its services
- Experience owning a multi-sided platform involving operators, contributors, and internal stakeholders
- Experience building or deeply operating systems in human data, RLHF, labeling, model evaluation, RL/eval harnesses, annotation pipelines, or coding/STEM evaluation environments
- Experience shipping admin or back-office workflows, including approvals, roles/permissions, payments or payouts, and operational metrics
- Experience leading a technical initiative with high ambiguity on a small team
- Proven autonomy in turning a messy human-data/evaluation domain into a roadmap and shipped systems
- Working fluency with human-data and evaluation workflows, including tasks, QC, environments, and expert workflows
- Fluent English
- Spanish is a nice-to-have
- Nice to have: environment orchestration using containers, workers, or sandboxes
- Nice to have: prior work at or adjacent to Scale AI, Surge, Handshake AI, Labelbox, or similar platforms
- Nice to have: familiarity with modern web/data stacks
