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About this Ground Combat & Special Operations SME role at micro1

micro1 · Remote · Remote — 58 countries

Role Title: Ground Combat & Special Operations SME


Role Type: Contractor


Location: Remote


micro1 is engaging Ground Combat & Special Operations SMEs to contribute to a customer's project focused on advanced military-activity evaluation. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters.


Scope of Work

  1. Author and classify challenging and realistic case studies across operational decision support, destructive execution, and unlawful planning, based on ground-combat and special-operations scenarios.
  2. Apply tactical ground-maneuver and direct-action expertise to ambiguous or complex cases, ensuring fidelity to real-world SOF and ground-mission planning and execution.
  3. Evaluate AI model responses for source management, uncertainty handling, reasoning quality, limitations, and tactical or targeting utility in operational contexts.
  4. Identify and flag instances where the AI model over-refuses legitimate conceptual, doctrinal, or readiness-related questions.
  5. Validate that all scenarios and edge cases accurately reflect how ground and SOF missions are truly conducted, not just stylized or cinematic versions.
  6. Document edge cases thoroughly, providing rationale to keep the evaluation process rigorous and defensible.


Preferred Qualifications

  1. Hands-on experience leading in ground-combat (infantry, armor, reconnaissance) or special-operations units (SOF/SF, raiders, or equivalent allied forces).
  2. Proven decision-making responsibility in the planning and execution of ground maneuver, direct action, or close combat operations.
  3. Deep understanding of the lawful/unlawful and permitted/prohibited boundaries in tactical military operations.
  4. Demonstrated ability to instruct, mentor, or conduct formal after-action reviews, debriefs, or training at the team/platoon/company level.
  5. Exceptional written and verbal communication skills, with the ability to clearly articulate complex tactical concepts.
  6. SOF selection/qualification (SFQC, SEAL/SWCC, allied equivalents), Ranger/equivalent tabs, or advanced NCO/command time.
  7. Experience in joint/combined, interagency, AI evaluation, wargaming, or red-team operations is a plus.
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About micro1

micro1 is a human data and talent infrastructure company focused on improving AI systems through high-quality expert input.


It connects vetted domain specialists with AI teams and enterprises to produce training data, run model evaluations, and improve reasoning performance in advanced AI systems.


The platform combines a talent marketplace with AI-driven screening and matching tools, enabling faster access to specialized contributors for tasks like LLM training, agent evaluation, and structured data creation.

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