Serve as the internal authority on child safety, CSAM/CSEM, and CSEA for AI models and products. Own child safety evaluations, human and auto-grading, and enforcement workflows end-to-end. Requires deep expertise in child safety, trust & safety operations, and experience with AI misuse patterns.
Key Highlights
Key Responsibilities
Technical Skills Required
Benefits & Perks
Nice to Have
Job Description
Our Mission
Reflection is a research lab making intelligence open and accessible for everyone to use, customize, and build on. We build open models that let anyone control their intelligence and help shape the future of AI. Our mission: make intelligence open and accessible to all.
Role Overview
As a Subject Matter Expert, Child Safety, you are our internal authority on preventing, detecting, and responding to child sexual abuse material (CSAM) and child sexual exploitation material (CSEM) generated or facilitated through Reflection's models and products. You will define how the lab thinks about child safety, translate that expertise into concrete enforcement workflows and detection strategies, and act as a critical gatekeeper ensuring our open releases meet our child safety commitments.
You will own child safety evaluations, human grading, auto-grading, enforcement end to end: standing up and scaling review workflows, serving as the primary point of contact for those who conduct content review, as well as conduct them yourself, driving model launch evals on novel or ambiguous cases, and partnering closely with our the technical Safety team, Alignment, Policy, and Legal teams to close gaps as the threat landscape evolves. You will also represent Reflection's child safety work externally with reporting bodies, NGOs, researchers, and, where appropriate, law enforcement.
Because we ship open weights, the stakes are distinctive: your judgment shapes safeguards that must hold up in adversarial, real-world use.
In this position you will regularly be exposed to and engage with explicit content of a sexual nature involving minors, as well as content that may be violent or psychologically disturbing. Reflection takes the wellbeing of team members working in this area seriously and provides access to wellness resources, trauma-informed support, and appropriate operational safeguards. We ask candidates to consider this aspect of the role carefully before applying.
What You'll Do
- Serve as Reflection's internal subject matter expert on child safety, CSAM/CSEM, and online child sexual exploitation and abuse (CSEA), and set the standards, definitions, and escalation thresholds the lab operates against.
- Partner with Safety research and engineering teams to create new automated evaluations.
- Own the day-to-day operation of child safety content evaluation and review workflows, including task routing, queue management, quality assurance, escalation handling, and SLA monitoring.
- Serve as the primary point of contact for review partners conducting child safety content review, including onboarding, training, calibration, and ongoing support.
- Review novel or ambiguous flagged content to drive enforcement decisions, and surface policy and product gaps to the Alignment, Safety, and Policy teams.
- Partner with engineering to design, evaluate, and improve detection models, hash-matching pipelines, and automated enforcement systems, and to build child safety considerations into our pre-release evaluation and red-teaming process.
- Validate that models meet Reflection's child safety risk thresholds before open weights ship.
- Develop and maintain internal documentation, decision trees, and review guidelines that enable accurate, consistent enforcement at scale.
- Identify and report emerging misuse patterns and threat actor behavior to internal stakeholders across the company.
- Coordinate reporting obligations to relevant external bodies (e.g., NCMEC) in accordance with applicable law and Reflection policy.
- Stay current on evolving legal frameworks, enforcement best practices, and child safety technology, and use these to keep our workflows ahead of the threat landscape.
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- Deep subject matter expertise in child safety, child sexual exploitation and abuse (CSEA), or online child protection.
- Experience in trust & safety, content moderation operations, or policy enforcement with direct exposure to child safety, CSAM/CSEM, or related harm areas.
- Experience managing or coordinating content review operations, including quality assurance and workflow management.
- Experience standing up and scaling policy enforcement or content review workflows.
- Proficiency in SQL and/or other data analysis tools to monitor workflow health, review-queue metrics, and enforcement trends.
- Track record of identifying emerging risks and communicating findings clearly to cross-functional stakeholders across Product, Policy, Engineering, and Legal.
- Sound judgment under time pressure and comfort making high-stakes decisions, including ones that affect whether a model ships.
- Familiarity with CSAM/CSEM classification standards (e.g., COPINE, SAM scale).
- Experience working with or reporting to NCMEC, IWF, or equivalent child safety reporting bodies.
- Familiarity with relevant legal and regulatory frameworks, including CSAM reporting obligations, KOSA, COPPA, or equivalent international frameworks.
- Experience with generative AI products and an understanding of how AI systems can be misused to generate or facilitate CSEA.
- Experience with hash-matching or perceptual hashing technologies used in CSAM detection (e.g., PhotoDNA, CSAI Match).
- Familiarity with age assurance technologies and their role in child safety enforcement.
- Experience designing or evaluating trauma-informed support structures and wellness protocols for content reviewers.
- Proficiency in Python for workflow automation or data analysis.
- Additional language proficiency beyond English.
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We believe that to make intelligence open and accessible to all, you need to start at the foundation. Joining Reflection means building from the ground up as part of a talent-dense team. You will help define our future as a company, and help define the future of open foundational models.
We want you to do the most impactful work of your career with the confidence that you and the people you care about most are supported.
- Top-tier compensation: Salary and equity structured to recognize and retain our talent globally.
- Stock options: Everyone who joins and contributes to Reflection's success gets to share in the upside through stock options.
- Health & wellness: Comprehensive medical, dental, vision, and life, with an annual wellness allowance.
- Meals: Lunch and dinner are provided in the office daily.
- Life & family: 22 weeks paid parental leave for all new birthing and non-birthing parents, including adoptive and surrogate journeys.
- Vacation days: Unlimited paid time off in the U.S. and 30 days in the U.K.
- Sponsorship support: We sponsor visas to help exceptional talent join our team and support long-term immigration pathways where applicable.
- Team building: We have regular off-sites, happy hours, and team celebrations.
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