AI Architect

Vallum Associates

Role: AI Architect

Location: London, UK

(Exp Range 12+) 

Type of work: Contract

Mode of work: Hybrid 2 days Onsite in week

JD:

Essential skills/knowledge/experience:

  • Design agentic AI architectures using multi‑agent orchestration patterns (planner‑executor, supervisor‑worker, tool‑using agents).
  • Define reference architectures for enterprise agent platforms integrating LLMs with systems of record (core banking, CRM, risk, payments).
  • Select and standardize frameworks (e.g., LangGraph, Google ADK, MCP, A2A patterns).
  • Hands‑on expertise with agentic frameworks (orchestrators).
  • Experience with LLMs, prompt engineering, tool/function calling, memory management.
  • Exposure to AI quality metrics: task success rate, groundedness, containment, FCR.
  • Experience on Google Cloud Platform (preferred) or equivalent hyperscale.
  • Deep understanding of LLMs, generative AI, RAG patterns, vector databases, embeddings, and prompt/guardrail engineering.

Desirable skills/knowledge/experience:

  • Build Production Grade Agentic AI applications and necessarily have navigated through security, governance and performance management of the end to end model.
  • Hands-on expertise on  MLOps / AgentOps, CI/CD, and observability.
  • Strong understanding of regulated financial services environments.
  • Proven experience implementing AI risk controls, model governance, and auditability.
  • Ensure alignment with FCA, PRA, data privacy, model risk management, and LBG internal policies.
  • Knowledge of banking processes: retail banking, lending, payments, compliance.
  • Strong experience designing end‑to‑end AI/ML architectures, including data ingestion, feature engineering, model training, deployment, and monitoring.
  • Hands‑on expertise with cloud AI platforms (GCP).
  • Strong knowledge of LLMOps practices, including CI/CD for models, model registries, feature stores, lineage tracking, and observability.
  • Experience architecting scalable real‑time, batch, and streaming inference systems with clear performance and reliability requirements.
  • Familiarity with secure cloud patterns, IAM, VPC design, and data protection.
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