Micro1 review · AI Training & Data Labeling

National Security Technology Expert — micro1

Defense scenario development
Pay
$50–$100 per hour
Deadline
Closes Jan 31, 2027
Location
Remote · worldwide
Posted
Nov 5

What the work involves

micro1 is building benchmarks for how AI models handle national security and defense technology problems, and it needs people who have worked inside those programs. The task is two-sided. First you write scenarios that are realistic but unclassified: a technology development program hitting a schedule wall, a systems integration decision with incomplete requirements, a capability assessment where the data does not settle the question. Then you judge the model's analysis of your own scenario, looking for gaps, inconsistencies and assumptions it made without support. That second half is harder than it sounds, because a confident answer that reaches a defensible conclusion by an unsupported route is exactly the failure this benchmark exists to catch. Backgrounds that fit are government and defense S&T programs, national laboratories, the intelligence community, systems engineering and technical program management.

Pay is $50–$100/hr, negotiable by experience, 100 openings, contractor, flexible and task-based. Applicants complete an AI interview. No prior AI experience is required.

What you'll do

  • Develop realistic, unclassified scenarios involving defense systems and technology programs
  • Review and assess technical content for accuracy, relevance and real-world applicability
  • Evaluate technical decisions and identify gaps, inconsistencies and unsupported assumptions
  • Apply knowledge of technology development, systems integration and national security requirements
  • Give structured written feedback and clear explanations for each assessment
  • Complete an AI interview as part of the application

Requirements & eligibility

  • Significant professional experience in government or defense science and technology
  • Strong grasp of technology development, technical program management or complex defense systems
  • Experience evaluating technical information and applying analytical judgement
  • Strong critical thinking and written communication
  • Comfortable working on a flexible, task-based contract
  • Valued: DoD, DARPA, national laboratory, intelligence community or allied government background

How to apply

Applications go directly to micro1. Read their terms before you sign up — and if anything feels off, run the scam check below first.

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