International Humanitarian Law Advisor

Pay: $80 - $150/hour

Required Skills
IHL / human-rights application
Lawful-boundary discrimination
Proportionality & civilian-protection reasoning
Legal-uncertainty reasoning
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: International Humanitarian Law Advisor

Role Type: Contractor (~15 hrs/wk)

Location: Remote

micro1 is engaging International Humanitarian Law Advisors to contribute to a customer project focused on the rigorous application of IHL and human-rights principles. 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. This is an opportunity to make a tangible impact by shaping and verifying nuanced lawful/unlawful and civilian-protection boundary cases at the forefront of AI and legal reasoning.

Scope of Work

Develop and author boundary case scenarios on international humanitarian law, civilian protection, proportionality, and prohibited conduct.
Review and validate legal boundary lines within project taxonomies to ensure alignment with current IHL and human-rights frameworks.
Assess AI-generated responses for legal reasoning, identification of limitations, and handling of legal uncertainty.
Identify and flag both overly cautious refusals of legitimate queries and insufficient caution where civilian protection is critical.
Document and provide detailed analyses of edge cases from both legal and human-rights perspectives.
Collaborate with project teams to refine evaluation protocols and ensure consistent, high-quality input.
Deliver clear, well-structured written and verbal feedback to inform model development and evaluation.

Preferred Qualifications

Recognized expertise in international humanitarian law and/or international human rights law, such as a senior practitioner, advisor, or scholar.
Demonstrated fluency in LOAC, human-rights frameworks, and civilian-protection standards.
Experience with advisory, consultative, or teaching roles in relevant legal domains.
Exceptional written and verbal communication abilities; cares deeply about precise, effective expression.
Track record of documenting and analyzing complex legal scenarios, including ambiguous or edge cases.
Background in operational advising (e.g., ICRC, UN agencies, tribunals, or commissions of inquiry) is a plus.
Familiarity or experience with AI governance or evaluation projects is advantageous.

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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