• Investigate new feature extraction and data augmentation techniques for generative image/video detection. • Collaborate with scientists and engineers across the organization. • Perform research into deepfake image/video detection. • Aid in integrating insights gained from research into RD products. • Write up results of research for internal reports and submission to academic journals/workshops.

• Manage PV non‑conformances and CAPAs, including conducting investigations (using recognised techniques), documenting outcomes, and ensuring timely closure. • Support the QMS with metrics, trend analysis, and risk indicators. • Perform metric calculations using Power BI dashboards, validating outputs through agreed filters and late‑case reconciliation, and prepare presentations where required. • Serve as QA SME for GVP, GCP, GMP as they relate to safety data. • Collaborate cross‑functionally to ensure high‑quality, compliant documentation and processes, while effectively managing workload and coordinating key deliverables using strong project‑management skills. • Support trending analyses with third‑party vendors and internal stakeholders. • Escalate PV operations issues to appropriate PV management. • Contribute to global PV operations process improvements to reduce repeat issues. • Ensure data integrity across safety systems, documentation repositories, and workflow platforms.

Role Description EDGE Engineering and Science is seeking a Senior malacologist to join our established protected species practice. The ideal candidate will have experience in designing and leading aquatic field surveys for mussels, fish, crayfish, and/or other macroinvertebrates. They will manage, direct, and oversee the work of environmental scientists and survey staff as required. Responsibilities include: - Produce technical survey reports in accordance with current scientific writing standards, regulatory agency requirements and/or function as a technical reviewer for aquatic ecology reports prepared by other staff. - Manage all aspects related to aquatic ecology for small to medium sized projects, including personnel resourcing, field efforts, document production, and client and agency coordination. - Field work is required approximately 40-60% of the time and is conducted outdoors in heat/cold, wet/humid, and dry/arid conditions. - Contribute to aquatic ecology sections of complex, multidisciplinary environmental documentation efforts, including Biological Assessments, Environmental Impact Statements, and Management Plans. - Participate in management, maintenance, and calibration of aquatic field equipment (e.g., boats, SCUBA, WQ equipment, etc.). - Actively engage in marketing activities, including client communication and preparation of technical proposals containing scope, timelines, and cost estimates. - Lead and manage various state, federal, and local regulatory permit application processes, such as Section 404/401, Endangered Species Act Section 7 & 10 Consultation, NPDES, etc. - Mentor staff to foster growth and development of junior staff. - Lead preparation of scopes of work, fee proposals, and responses to RFPs, including teaming arrangements and attending and presenting at project/contract interviews. - Participate in and assist Practice Leads with strategic planning and Business Development efforts, including leading initiatives. Qualifications - Bachelor’s degree in aquatic ecology or related field, plus 5+ years of experience with essential functions and responsibilities as outlined above. - Experience preparing biological consultation documents for ESA Section 7 and/or 10, including Biological Assessments and Biological Evaluations, and obtaining concurrence from USFWS and state resource agencies. - Current state and federal (Section 10(a)(1)) scientific collection permits for protected freshwater mussels. - Proficient in freshwater mussel identifications, survey techniques, and standardized protocols with abilities to obtain state-specific scientific collection permits. - Open water dive certification – minimum (i.e., PADI, SSI, or ADCI). - Proficiency in Microsoft Office Word, Excel, and PowerPoint and familiarity with AutoCAD and/or Microstation, ArcMap, and/or other GIS programs. - Field work will also require snorkeling, SCUBA, surveying in murky waters, and driving watercraft. - Some lifting (up to 50 lbs) may be required as needed. Requirements - Exceptional interpersonal skills and outstanding oral and written communication skills allowing positive internal, client, agency and contractor relationships. - Excellent technical writing skills for environmental reports. - Outstanding problem-solving abilities. - Demonstrated passion for the business of environmental consulting, technical excellence and quality, leadership potential, a commitment to lifelong learning and growth, and the desire to build a long and rewarding career with EDGE. Benefits - Comprehensive employee benefits including medical, dental, vision, life and disability insurance. - Employer matched 401(k) plan. - Annual performance bonus program. - Student loan repayment assistance after 12 months of employment for employees who graduated within 6 years of start date. - Competitive maternity leave. - Excellent compensation packages commensurate with experience.

This description is a summary of our understanding of the job description. Click on 'Apply' button to find out more. Role Description The SandboxAQ R&D team is looking for a PostDoc Resident for a 12-month, full-time research opportunity. This role is central to our efforts to bring more AI to the domain of cybersecurity. - Perform exploratory data analysis and feature engineering on vast quantities of data. - Train models and build agents using the latest machine learning frameworks. - Integrate research outcomes into the product portfolio by working closely with the engineering team. - Present your work to broad audiences ranging from academic circles to industry stakeholders. - Enable cutting-edge technologies effectively as a key contributor to our multidisciplinary R&D environment. Qualifications - PhD in Machine Learning, Data Science, Computer Science, or a related field with a strong focus on Machine Learning. - Strong experience in Python and ML frameworks such as Hugging Face Transformers, LangChain, TensorFlow, or PyTorch. - Successful research track record in the field of Machine Learning. - Hands-on model development skills, including building models from scratch and running inference efficiently (generative and quantitative). Requirements - Experience with OpenAI agents, Google ADK, or MCP. - Experience contributing to open-source projects. - Experience in the cybersecurity domain is a plus, but not essential. Benefits - Comprehensive medical, dental, and vision coverage for employees and dependents with generous employer premium contributions. - Retirement savings with company matching. - Paid parental leave and inclusive family-building benefits. - Flexible paid time off, company-wide seasonal breaks, and support for flexible work arrangements that enable sustainable performance. - Opportunities for continuous learning and growth through on-the-job development, cross-functional collaboration, and access to internal learning and development programs.