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Brad O'Haire

Operator and engineer who builds and runs multi-agent AI systems, with guardrails built in and run against real stakes.

San Jose, CA

Claude Certified Architect (Foundations) · Anthropic

Operator and engineer who builds and runs multi-agent AI systems, with guardrails, against real stakes. I am currently a Data Collection Lead on a humanoid robotics program, where I treat agents the way I treat data: as pipelines with guardrails. I run high-velocity human data-collection end to end, ship automation that holds up in production, and translate evolving model requirements into operator-level SOPs and SLAs.

Selected impact

  • +30%Automated triaging and remediation agent
    Built an agent that triages failures and runs scoped remediation, autonomous only inside a known, safe, reversible envelope. Increased robot data uptime by 30%. Humanoid robotics program (confidential).
  • +25%Quality control and data validation
    Established quality-control best practices, data-validation checkpoints, and statistical quality audits that raised first-pass acceptance and increased usable data output by 25%. Humanoid robotics program (confidential).

Experience

  • Data Collection Lead, Humanoid Robotics Program (confidential)
    California · Mar 2025 to Present
    • Central point of contact across all shifts for a high-velocity human data-collection pipeline feeding a humanoid robotics model; direct workload allocation, real-time root cause analysis, and quality gating.
    • Built an automated triaging and remediation agent that increased robot data uptime by 30%.
    • Established quality-control best practices, data-validation checkpoints, and statistical quality audits that raised first-pass acceptance and increased usable data output by 25%; translated evolving model requirements into operator-level SOPs and internal SLAs with delivery and ML engineering stakeholders.
    • Lead and develop operator teams via a train-the-trainer model; onboard contractors and scale the workforce while standardizing capture protocols across bimanual teleoperation (dual-arm) rigs and egocentric (first-person) capture systems.
    • Architected a residential and distributed at-home data-collection framework end to end, automating the operator booking system and replicating it to a second remote site to expand capture capacity and environment diversity.
    • Built KPI reporting and operational dashboards for leadership; promoted from Data Collection Operator to Lead within six months.
  • Lead Architect, Vantage Schematics
    Independent · 2025 to Present
    • Designed and built an agentic hierarchy framework and multi-agent workflow system that automates structured logic processing, demonstrating command of LLM constraints, orchestration, and systems design.
    • Engineered SQL-backed (Supabase / Postgres) reporting pipelines and KPI dashboards to track process metrics across ventures.
  • Customer Operations Coordinator and Account Manager, IMAGEFIRST (Healthcare Linen Services)
    California · 2024 to 2025
    • Managed a book of 90 hospital accounts as primary operations contact, owning service quality, issue resolution, and SLA interpretation across facilities.
    • Led the customer-side operational migration during a plant closure and new-facility standup, maintaining 100% account retention and zero service disruption through the cutover.

Open to

Open to: AI and agent engineering, system design, technical program management, and data-collection programs for autonomous vehicles and robotics.