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About this Forensic SME - Firearm & Toolmark Examination role at micro1

micro1 · Remote · Remote — 58 countries

Role Title: Forensic SME - Firearm & Toolmark Examination


Role Type: Contractor


Location: Remote


micro1 is engaging Forensic SME - Firearm & Toolmark Examinations to contribute to a specialized project focused on evaluating and enhancing AI capabilities in forensic science. 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 opportunity involves reviewing and validating AI-generated responses to complex firearm and toolmark examination scenarios, directly influencing the accuracy of AI in forensic contexts.


Scope of Work

  1. Review AI model benchmark answers for 10 forensic firearm and toolmark examination test cases.
  2. Assess the accuracy and completeness of AI-generated responses related to microscopic comparative ballistics and toolmark identification.
  3. Evaluate firing pin and breech face impression analyses for adherence to forensic laboratory methodologies.
  4. Examine responses for correct interpretation of rifling characteristics and other ballistic evidence.
  5. Provide written and verbal feedback on strengths and areas for improvement in AI model outputs.
  6. Document recommendations to enhance AI systems based on forensic laboratory standards and best practices.


Preferred Qualifications

  1. Extensive experience in forensic firearms analysis, toolmark identification, and ballistics casework.
  2. Hands-on background in microscopic comparison and interpretation of firing pin and breech face impressions.
  3. Demonstrated expertise applying forensic laboratory standards and protocols to real-world examinations.
  4. Strong written and verbal communication skills with the ability to articulate complex forensic concepts clearly.
  5. Prior participation in laboratory or research projects involving comparative ballistics or toolmark analysis.
  6. Familiarity with current forensic technologies, instrumentation, and industry trends.
  7. Attention to detail and a commitment to scientific accuracy in forensic assessment and reporting.
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About micro1

micro1 is a human data and talent infrastructure company focused on improving AI systems through high-quality expert input.


It connects vetted domain specialists with AI teams and enterprises to produce training data, run model evaluations, and improve reasoning performance in advanced AI systems.


The platform combines a talent marketplace with AI-driven screening and matching tools, enabling faster access to specialized contributors for tasks like LLM training, agent evaluation, and structured data creation.

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