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Music Content Operations AIML Program Lead

Apple· Music Content Operations
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Cupertino, California$164.5k - $247.4kfull-timePosted 4w ago

About the role

Full-time role to scale music content operations through models, agents, and automation. Lead transition from manual curation to a hybrid system with agents and human oversight, partnering with Engineering and Data Science to design, evaluate, and productionize agentic systems for music curation.

Responsibilities

  • Own the strategy and execution plan to scale curation through models, agents, and automation — sequencing workstreams by impact and driving them from concept to production.
  • Partner with Engineering and Data Science to develop agents that take on day-to-day curation work, from defining requirements through evaluation and production rollout.
  • Establish the infrastructure to support, integrate, and orchestrate agents over time — shaping how agentic systems plug into existing curation workflows and data.
  • Define the future operating model for curation — determining where agents handle work autonomously and where humans stay in the loop for high-priority, high-risk, or quality-assessment cases, including review of agent output.
  • Translate operational challenges into clear, actionable specifications for engineering and data science; break down problems into well-scoped, prioritized workstreams.
  • Evaluate technical proposals and model outputs; participate in design reviews and build eval frameworks to judge readiness for production.
  • Design and iterate on human-in-the-loop tooling that surfaces agent and model outputs for reviewers to validate high-stakes decisions.
  • Run ROI and impact analyses to prioritize automation with the most leverage.
  • Communicate progress, tradeoffs, and recommendations to senior leadership.
  • Partner cross-functionally to surface interdependencies and align priorities with Engineering, Data Science, Product, Editorial, Analytics, and other Operations teams.

Qualifications

  • 5+ years in operations, program management, or technical product roles with meaningful exposure to AI/ML-driven workflows.
  • Experience translating operational or product problems into ML requirements and working with data scientists and engineers through model development cycles.
  • Exposure to LLM-based workflows, prompt evaluation, or agentic automation — particularly in content moderation, classification, or operational workflows.
  • Familiarity with content classification and content-risk tradeoffs to judge where human review is warranted.
  • Track record of managing multiple concurrent workstreams with on-time delivery and proactive stakeholder communication.
  • Experience evaluating model outputs — designing eval sets, quality metrics, error analysis, and human feedback loops.
  • Experience designing or specifying review/annotation tooling for AI inputs to human reviewers.
  • Understanding of analytics principles (sampling, hypothesis testing, statistical measurement).
  • Proven ability to produce executive-ready written narratives and presentations.
  • Ability to lead ambiguous initiatives end-to-end with minimal direction.
  • Direct experience handling sensitive and confidential information with integrity and discretion.
  • Onsite availability; some nights and weekends as needed; up to 15%+ travel (domestic and international).
  • Bachelor’s degree in Engineering, Business/Economics, or equivalent experience.

Skills

Required:AI/ML strategy and program managementAgentic systems designModel evaluation and human-in-the-loopData storytelling and executive communicationCross-functional collaboration

Benefits

  • Comprehensive medical and dental coverage
  • retirement benefits
  • discounted products and free services
  • educational expense reimbursement (tuition)
  • potential discretionary bonuses or commission payments and relocation eligibility
Last updated Sep 25, 2026. Interested? Apply on the company site.

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