Combat Arms & Targeting SME

micro1; United States; Remote; USD 110,000 - 193,000; Full time

Job summary

micro1 is a data lab that helps AI labs & Enterprises train foundational models and agents. We provide frontier evaluations and reinforcement learning environments to improve LLM capabilities, as well as contextual evaluations to monitor and improve AI agents in enterprise settings. Role: Combat Arms & Targeting SME (Contractor).

Location: Remote. You will apply domain expertise to train next-generation AI systems with high-quality real-world input.

Qualifications

• Map authentic military-activity scenarios to an approved taxonomy with clear delineation of concepts, policy, and operational boundaries.
• Identify nuanced boundary cases that may be misclassified by less-experienced reviewers.
• Evaluate AI-generated responses for source handling, uncertainty, reasoning quality and stated limitations.
• Document edge cases and disagreements with a defensible answer key for training and review.

Responsibilities

• Map authentic military-activity scenarios to an approved taxonomy, clearly delineating between conceptual explanation, lawful policy/readiness support, evidence curation, and the controlled boundary with operational decision support, destructive execution, autonomous weapons, and unlawful planning.
• Identify and propose nuanced or non-obvious boundary cases that might be misclassified by less-experienced reviewers, ensuring nuanced judgment is captured.
• Evaluate and grade AI-generated responses for source handling, proper expression of uncertainty (such as conflicting pattern-of-life intelligence), reasoning quality, stated limitations, and operational utility.
• Flag instances where AI models incorrectly refuse to engage with valid conceptual or policy questions, supporting the ongoing refinement of model parameters.
• Document edge cases, gray areas, and points of disagreement, maintaining a defensible and transparent answer key for model training and review processes.
• Support continuous refinement of project guidelines by sharing insights from operational, targeting, and fires expertise.

Skills

Targeting & fires judgment

Boundary discrimination

Utility assessment

Job description

Required Skills
Targeting & fires judgment
Boundary discrimination
Utility assessment
About micro1
micro1 is a data lab that helps AI labs & Enterprises train foundational models and agents. We provide frontier evaluations and reinforcement learning environments to improve LLM capabilities, as well as contextual evaluations to monitor and improve AI agents in enterprise settings.

Our AI recruiting agent sources and vets domain experts for our data platform that enables rapid production of high-quality training data. Our research spans high-value, specialized domains (legal, medical, finance, coding, etc.), where expert-level data is the hardest to produce and most valuable for advanced model performance. Our pipeline performance system ensures both quality and velocity.

Role Title: Combat Arms & Targeting SME

Role Type: Contractor

Location: Remote

micro1 is engaging Combat Arms & Targeting subject-matter experts to support a cutting-edge project for a defense-focused customer. 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

• Map authentic military-activity scenarios to an approved taxonomy, clearly delineating between conceptual explanation, lawful policy/readiness support, evidence curation, and the controlled boundary with operational decision support, destructive execution, autonomous weapons, and unlawful planning.
• Identify and propose nuanced or non-obvious boundary cases that might be misclassified by less-experienced reviewers, ensuring nuanced judgment is captured.
• Evaluate and grade AI-generated responses for source handling, proper expression of uncertainty (such as conflicting pattern-of-life intelligence), reasoning quality, stated limitations, and operational utility.
• Flag instances where AI models incorrectly refuse to engage with valid conceptual or policy questions, supporting the ongoing refinement of model parameters.
• Document edge cases, gray areas, and points of disagreement, maintaining a defensible and transparent answer key for model training and review processes.
• Support continuous refinement of project guidelines by sharing insights from operational, targeting, and fires expertise.

Preferred Qualifications

• Extensive hands-on experience in joint or service-specific fires, targeting, or weapons employment decision-making (e.g., combat pilot, battle manager, JTAC, field or air-defense artillery officer, naval strike officer, carrier air-wing targeteer, or Aegis-qualified TAO/IAMD WTI).
• Advanced tactical training, such as TOPGUN, USAF Weapons School, Joint Firepower Course, or non-US allied equivalents.
• Demonstrated teaching, leadership, or evaluative experience (e.g., WTI, instructor, mission commander, or debrief facilitator).
• Excellent written and verbal communication skills, with proven ability to articulate operational judgment clearly and succinctly.
• Strong capability to assess targeting and fires utility, discriminate boundaries, and provide clear justifications.
• Law-of-armed-conflict or rules-of-engagement fluency from an operational perspective (not a legal role), considered a plus.
• Experience with AI model evaluation, wargaming, or red-teaming is valued but not required.

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