6 of 6 Permanent Human-in-the-Loop Jobs in Edinburgh

observability pipelines using platforms such as Braintrust, LangSmith, Arize, or Weights & Biases. Curate golden datasets and design LLM‐as‐judge and human‐in‐the‐loop scoring pipelines. Build production observability for AI features: token‐level tracing, quality signal monitoring, hallucination and refusal detection, and cost attribution ...

planning better — predictive forecasting, anomaly detection, automated variance analysis, AI-generated commentary and agentic planning workflows among them — and the human-in-the-loop controls that keep finance in charge of what the models produce. You know how to move a client from ...

Model Design Establish governance frameworks for agentic operations. Define agent roles, responsibilities, decision rights and control boundaries. Design operating models incorporating: Human-in-the-loop controls Exception handling Audit management Regulatory oversight Service monitoring Performance measurement Create standards for agent lifecycle management. Atos guidance emphasises that ...

Operating Model DesignEstablish governance frameworks for agentic operations. Define agent roles, responsibilities, decision rights and control boundaries. Design operating models incorporating: Human-in-the-loop controlsException handlingAudit managementRegulatory oversightService monitoringPerformance measurementCreate standards for agent lifecycle management. Atos guidance emphasises that agents must operate within defined decision ...

systems are doing what they should. Accuracy, safety, helpfulness, domain‐specific quality, latency. You build automated eval pipelines and human‐in‐the‐loop review processes. You treat evaluation as an engineering discipline, not an afterthought. Design tool integrations. Agents are only as capable as the ...

design the patterns that make multi-agent systems reliable. Build the evaluation and quality infrastructure. Automated eval pipelines, human-in-the-loop review systems, regression testing for prompt changes, domain-specific quality metrics. You treat evaluation as a first‐class engineering concern and build … make coordination reliable. Evaluation and quality. Building eval frameworks for AI output: accuracy, helpfulness, safety, domain‐specific criteria. Automated pipelines and human‐in‐the‐loop review. You would not ship an agent system without a quality baseline. Product Thinking and Entrepreneurial Instinct On a small squad ...