neuro-symbolic AI concepts or hybrid reasoning architectures. Experience designing transparent, inspectable, or explainable AI methods. Practical experience with agentic reasoning evaluation, testing, benchmarking, observability, or failure analysis. Full-stack web development experience, including backend APIs and frontend application development. Technical Skills Strong Python engineering skills. Experience with modern … knowledge management, decision support, research automation, legal/financial/technical analysis, or complex operational workflows. Experience with production-grade AI system design, including observability, monitoring, testing, security, latency, cost control, and reliability. Familiarity with human-in-the-loop systems, provenance tracking, workflow auditability, or regulated environments. Experience integrating LLMs ...