Operational Law Attorney (JAG) SME

Pay: $95 - $150/hour

Required Skills
Operational LOAC judgment
Proportionality & distinction analysis
Legal-uncertainty reasoning
Civilian-protection reasoning
JAG expertise
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: Operational Law Attorney (JAG) SME

Role Type: Contractor

Location: Remote

micro1 is engaging Operational Law Attorney (JAG) subject matter experts to contribute to a high-impact customer project addressing the legal boundaries of military activities and surveillance/privacy evaluations. 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

Author and categorize boundary cases focusing on the application of the law of armed conflict (LOAC), including distinction, proportionality, and precautions in attack.
Render operational legal judgments on ambiguous scenarios, defending and documenting your reasoning in detail.
Validate and refine the legal framework underpinning the project's taxonomy to ensure its robustness under scrutiny.
Assess AI-generated responses for depth of reasoning, treatment of genuine legal uncertainty, and clarity of limitations.
Identify and flag both excessive caution as well as insufficient legal rigor in the model’s handling of complex military-legal questions.
Maintain comprehensive documentation of edge cases and the legal authorities supporting each conclusion.

Preferred Qualifications

JAG or equivalent background with direct operational law experience advising commanders on LOAC, rules of engagement (ROE), targeting, or detention.
Demonstrated, hands-on application of distinction, proportionality, and precautions in real-world operations.
Expertise with Geneva Conventions, Additional Protocols, customary international humanitarian law, and relevant ROE frameworks.
Service at a command, combatant command legal office, or targeting cell (US or allied forces).
Experience leading reviews, teaching, or providing legal advisory services in operational contexts.
Exceptional legal writing and analytical skills with a focus on written and verbal clarity.
Exposure to intelligence law, cyber law, or the interplay between IHL and international human rights law is a plus.
Prior experience in AI evaluation, wargaming, or governance initiatives is considered an asset.

Process overview:

Apply and submit your profile and complete the role’s screening questions.
Take the AI Interview with Zara our AI Recruiter
Screener survey, a short survey to understand your background and experience, your experience working with AI, and your approach to a brief case.
Profile review, the team reviews your background and survey responses against the role.
Onboarding, Talent Ops gets you set up once you’re selected.
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