Micro1 review · AI Training & Data Labeling
Irregular Warfare Expert — SOF Scenario Review (micro1)
What the work involves
This one is for people who have planned and run special operations, and the skill being tested is judgement under incomplete information rather than knowledge of doctrine. micro1 wants unclassified scenarios built from the shape of real irregular warfare problems: unconventional approaches where conventional force is the wrong tool, foreign internal defense, special reconnaissance, a mission whose success criteria are political as much as military. You write the scenario, then you assess a model's plan against it, and the failures you are hunting for are specific. A plan that is doctrinally correct and operationally naive. A course of action that ignores the risk it creates for the partner force. An assumption about local conditions that no one in the scenario could have verified. Guys who have been in the room tend to catch those in a paragraph.
The posting weights the requirements toward actual service in SOF or irregular warfare rather than academic familiarity, and names USSOCOM, Special Forces, Naval Special Warfare, Marine Raiders and AFSOC as the preferred provenance. Pay is $50–$100/hr, 100 openings, contractor, task-based.
What you'll do
- Develop realistic, unclassified scenarios involving special operations and irregular warfare
- Review military content for operational accuracy, relevance and realism
- Evaluate tactical and operational decisions for gaps and unsupported assumptions
- Apply knowledge of SOF doctrine, mission planning and operational risk assessment
- Give structured written feedback that names the specific failure
- Complete an AI interview as part of the application
Requirements & eligibility
- Professional experience in Special Operations Forces, irregular warfare or special operations planning
- Strong grasp of unconventional warfare, SOF missions and operational planning
- Experience applying tactical or operational judgement in military environments
- Strong analytical and written communication skills
- Comfortable on a flexible, task-based contract
- Valued: USSOCOM, Army Special Forces, Naval Special Warfare, Marine Raiders, AFSOC or allied equivalent
- Valued: unconventional warfare, counterterrorism, FID or special reconnaissance experience
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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