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About Micro1: Job DescriptionRole Title: Chemical Safety & Toxicology ExpertRole Type: ContractorLocation: Remotemicro1 is engaging Chemical Safety & Toxicology Experts to contribute to a customer’s project focused on enhancing chemical safety evaluation frameworks. 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 is tailored for professionals with proven backgrounds in chemical weapons nonproliferation, hazardous materials, toxicology, and industrial chemistry—especially those experienced with controlled-substance risks, regulatory protocols, or chemical-risk assessment. Strong communication skills, both written and verbal, are highly valued as you will provide nuanced insights and feedback throughout the engagement.Scope of WorkAnalyze and evaluate data related to chemical safety, toxicological risk, precursor chemicals, and hazardous-substance scenarios.Review, annotate, and provide critical feedback on documents, datasets, and model outputs related to chemical weapons, toxicology, and hazardous materials.Contribute expert perspectives on nonproliferation standards, regulatory protocols, and safety operations for chemical handling and risk mitigation.Develop and refine guidelines for the assessment of chemical and toxicological hazards in realistic and hypothetical situations.Interpret and explain the implications of chemical interactions, exposure risks, and toxicity profiles for AI training purposes.Collaborate remotely with project coordinators, providing written and verbal clarifications or additional context as needed.Identify gaps or inaccuracies in content or model assessments pertaining to chemical safety and toxicology topics.Preferred QualificationsAdvanced degree (PhD, MD, JD, PsyD, or relevant master’s) in chemistry, toxicology, industrial hygiene, or closely related disciplines.Minimum 5 years of specialized experience in areas such as chemical weapons nonproliferation, hazardous materials handling, toxicological risk assessment, or chemical safety protocols.Experience as an independent consultant, policy advisor, response specialist, or safety officer in industry, government, or research settings.Expertise in controlled substances, precursor risk evaluation, or nonproliferation regulatory frameworks.Demonstrated ability to communicate complex technical information effectively in both written and verbal formats.Familiarity with standards for chemical safety, hazardous material management, or toxicology operations in high-stakes environments.Interest in supporting AI advancement through the application of domain expertise to new and emerging technology platforms.

About Micro1: Job DescriptionRole Title: Military Operations & IHL ExpertRole Type: ContractorLocation: Remotemicro1 is engaging Military Operations & IHL Experts to contribute to a prominent defense-policy and humanitarian-law project. 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. You will leverage your deep understanding of warfighting, weapons targeting, defense operations, and international humanitarian law to support the development of frameworks that responsibly evaluate military and humanitarian scenarios. This is a unique opportunity to influence technology at the intersection of operational expertise and conflict ethics while working alongside other experts at the forefront of these domains.Scope of WorkDevelop comprehensive taxonomies for military-use and defense operations within diverse conflict contexts.Create dual-use triage frameworks that help distinguish between military and civilian applications of technology and knowledge.Establish clear boundaries for prohibited assistance under international humanitarian law, providing structured input for AI training and evaluation.Design conflict-risk rubrics and scenario-based evaluation tools to assess operational and ethical implications of defense activities.Evaluate and refine policy-relevant benchmarks to ensure responsible testing of AI models in defense and humanitarian contexts.Contribute written and verbal analyses articulating complex warfighting, targeting, and IHL concepts for interdisciplinary audiences.Preferred Qualifications5+ years of relevant military, defense analysis, or IHL experience; ideally 8–20 years for senior contributors.Advanced degree (e.g., MA, LLM, PhD) or equivalent operational experience in military science, security studies, international law, or related fields.High credibility and established track record in warfighting, operational planning, targeting law, or humanitarian law application.Expertise in interpreting and applying conflict ethics, IHL, and defense policy frameworks in real-world scenarios.Exceptional written and verbal communication skills, with the ability to convey technical and ethical concepts clearly and concisely.Experience in research, policy analysis, or advisory roles within military, governmental, legal, or think-tank environments.Prior involvement with conflict analysis, war-crimes investigation, or weapons-policy development is a strong plus.

About Micro1: Job DescriptionRole Title: Child & Online Safety ExpertRole Type: ContractorLocation: Remotemicro1 is engaging Child & Online Safety Experts to contribute to a high-impact customer project focused on online safety and mental-health support for young people. 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 centers on developing a robust mental-health safety evaluation framework for vulnerable youth online, leveraging your deep knowledge of crisis-care and digital risk assessment.Scope of WorkDevelop comprehensive taxonomies related to self-harm, suicide prevention, eating disorders, and emotional dependency in digital contexts.Establish best-practice standards for digital support and clinical safety regarding youth and adolescent mental health.Create detection frameworks to identify, flag, and evaluate potentially harmful online content and advice related to mental-health crises for minors.Design and refine clinical response rubrics and escalation protocols for at-risk individuals in digital environments.Collaborate with project leads to ensure that all evaluation benchmarks and guidelines are grounded in current research and clinical best practices.Offer insights on CSAM-adjacent policy and online exploitation dynamics, enhancing digital child safety protocols.Deliver clear, actionable written and verbal feedback that shapes the ongoing development of AI safety tools and frameworks.Preferred QualificationsLicensed therapist, psychiatrist, clinician, or mental-health professional with direct crisis-care experience.5+ years of focused work in adolescent mental health, suicide prevention, eating-disorder intervention, or related fields; 8–20 years welcomed for senior contributors.Demonstrated expertise in clinical risk assessment and intervention in digital or online settings.Advanced degree, specialized certification, or equivalent operational experience in mental-health or child safety domains.Experience evaluating or implementing CSAM-adjacent policies, or working within child online exploitation prevention initiatives.Strong written and verbal communication skills, with the ability to distill complex information for diverse audiences.High credibility and a recognized track record of impact in clinical, crisis-response, or safety evaluation communities.

About Micro1: Job DescriptionRole Title: Nuclear & Radiological Security ExpertRole Type: ContractorLocation: Remotemicro1 is engaging Nuclear & Radiological Security Experts to support a customer’s initiative focused on defining standards for nuclear-safety evaluations, information abstraction, and escalation protocols. 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 WorkDefine evaluation scope and standards for nuclear and radiological safety, nonproliferation, and security.Develop frameworks for safe abstraction of sensitive or classified information in technical contexts.Establish robust escalation thresholds and protocols for handling nuclear security risks in research and operational scenarios.Contribute expert guidance on benchmarking nuclear and radiological risk assessments, ensuring effective nonproliferation safeguards.Review, refine, and validate technical guidelines for nuclear/radiological safety in support of advanced-model training.Collaborate with multidisciplinary stakeholders to ensure safety standards protect national and global security interests while enabling legitimate scientific progress.Document best practices and decision rationales for information security and compliance in nuclear domains.Preferred Qualifications5+ years of relevant experience in nuclear physics, radiological safety, nonproliferation, or nuclear safeguards (ideally 8–20 years for senior contributors).Advanced degree, professional certification, or equivalent operational experience in nuclear or radiological domains.Proven background with government agencies, national laboratories, regulatory bodies, or academic research in nuclear security or policy.Thorough understanding of nonproliferation frameworks, international safeguards, and weapons-relevant controls.High credibility and recognition in nuclear or radiological safety communities.Exceptional written and verbal communication skills, with the ability to translate complex technical topics for diverse audiences.Experience contributing to or overseeing security evaluations, compliance protocols, or risk assessments within sensitive technical environments.

About Micro1: Job DescriptionRole Title: Red Team Lead (Offensive Cybersecurity)Role Type: ContractorLocation: Remotemicro1 is engaging Red Team Leads (Offensive Cybersecurity) to contribute expertise to a customer's critical cybersecurity project. 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 WorkDevelop comprehensive taxonomies for cyber-capability tasks and attack stages relevant to modern threat landscapes.Design and validate evaluation frameworks for offensive security, focusing on real-world scenarios involving exploit chains, malware, cloud/appsec, and social engineering.Create safe and effective proxy tasks to simulate advanced attack vectors while maintaining strict boundaries and ethical controls.Formulate robust scoring rubrics to assess attack sophistication, coverage, and impact across diverse domains.Review, critique, and enhance benchmarks for red team operations to ensure alignment with evolving security risks and best practices.Produce clear, well-documented methodologies and technical write-ups, communicating complex security concepts to both technical and non-technical audiences.Collaborate asynchronously with project stakeholders to iterate on frameworks and incorporate feedback into deliverables.Preferred Qualifications5+ years of hands-on experience in offensive cybersecurity, red teaming, exploit development, or vulnerability research (8–20 years preferred for senior contributors).Track record as a principal security engineer, exploit developer, cloud red-team lead, malware reverse-engineer, or security researcher specializing in attack chains or social engineering.Deep expertise in cyber attack methodologies, exploit chains, and cloud/application security assessments.Strong background in malware analysis, reverse engineering, and/or social engineering tactics and defenses.Demonstrated ability to produce clear, actionable written and verbal communication for a variety of audiences.Advanced degree, relevant professional security certifications, or equivalent operational experience highly valued.Experience building benchmarking or evaluation frameworks in cybersecurity is a plus.