FastAPI, Redis, Python, AWS, PostgreSQL with pgvector, LLM APIs, security and privacy by design, consent management, data architecture for people and relationships, UK GDPR data erasure and audit trails, generation and embeddings, agentic tool use in production, multi-tenant AI systems, recommendation ranking or matching systems, Access Control, async production service, LLM systems

Apis, AI ML, Microservices, Memory Management, Nlp, GenAI, multi-step reasoning pipelines, LLMs, LLMOps, prompt engineering, agentic workflows, RAG, function tool calling, containerized environments, context orchestration