4 of 4 Permanent JSON Schema Jobs in the UK excluding London

with compliance (PII handling, RBAC/IAM, key management). Nice-to-Have · Experience with function/tool calling, agent frameworks, and structured output (JSON/JSON Schema). · Knowledge of embedding models, rerankers, hybrid search (BM25 + vector), and evaluation frameworks. · Exposure to cost/latency ...

with compliance (PII handling, RBAC/IAM,key management). Nice-to-Have Experience with function/tool calling, agent frameworks, and structured output (JSON/JSON Schema). Knowledge of embedding models, rerankers, hybrid search (BM25 vector), and evaluation frameworks. Exposure to cost/latency trade ...

expected interview topics/questions. Main Duties and Responsibilities Data & Retrieval Build robust ingestion pipelines for PDFs/Word/Excel/Audio/JSON and semi-structured sources. Design RAG systems: chunking strategies, document schemas, metadata, hybrid/dense retrieval, re-ranking, and grounding. Manage vector/keyword … Design, build, and maintain traditional ML and LLM models and pipelines. Build LLM apps using LangGraph/LangChain: tools/function calling, structured outputs (JSON Schema), agents, and multi-step reasoning. Implement ASR/TTS and multimodal where relevant (e.g., Whisper). Choose customization paths pragmatically: prompt engineering ...

Python development (OOP, asyncio, idiomatic code, design patterns) Dependency and environment management (virtualenv, pip, Poetry/uv) Automated testing (pytest, unittest.mock, BDD/behave, JSON schema) Concurrency and parallelism (threading, multiprocessing, async I/O) Solid understanding of algorithms, data structures and optimisation Linux/UNIX proficiency, including ...