cover image
Staffworx

AI Prompt Engineer (technical engineering)

Hybrid

London, United kingdom

Freelance

17-11-2025

Share this job:

Skills

Communication Adaptability Creativity Python Bash PowerShell SQL NoSQL GitHub Docker Kubernetes Test Linux PyTorch Databases Azure react AWS Redis FastAPI OpenAI Langchain Databricks Microservices

Job Specifications

AI Prompt Engineer, Technically Sharp & Systems-Minded

Deesign and optimize prompts, architect LLM-powered systems and deploy scalable GenAI workflows that connect people and intelligent systems in new, high-impact ways.

THE ROLE

Prompting & Reasoning Systems

Design, test and optimize prompts for leading frontier models (GPT-4/5, Claude 3.x, Gemini 2.x, Mistral Large, LLaMA 3, Cohere Command R+, DeepSeek).
Apply advanced prompting strategies:
Chain-of-Thought, ReAct, Tree-of-Thoughts, Graph-of-Thoughts, Program-of-Thoughts, self-reflection loops, debate prompting and multi-agent orchestration (AutoGen/CrewAI).
Build agentic workflows with tool calling, memory systems, retrieval pipelines and structured reasoning.

GenAI Application Engineering

Integrate LLMs into applications using LangChain, LlamaIndex, Haystack, AutoGen and OpenAI s Assistant API patterns.
Build high-performance RAG pipelines using:
hybrid search, reranking, embedding optimization, chunking strategies and evaluation harnesses.
Develop APIs, microservices and serverless workflows for scalable deployment.

ML/LLM Engineering

Work with AI+ML pipelines through Azure ML, AWS SageMaker, Vertex AI, Databricks, or Modal/Fly.io for lightweight LLM deployment.
Utilize vector databases (Pinecone, Weaviate, Milvus, ChromaDB, pgVector) and embedding stores.
Use AI-powered dev tools (GitHub Copilot, Cursor, Codeium, Aider, Windsurf) to accelerate iteration.
Implement LLMOps/PromptOps using:
Weights & Biases, MLflow, LangSmith, LangFuse, PromptLayer, Humanloop, Helicone, Arize Phoenix
Benchmark and evaluate LLM systems using Ragas, DeepEval and structured evaluation suites.

Deployment & Infrastructure

Containerize and deploy workloads with Docker, Kubernetes, KNative and managed inference endpoints.
Optimize model performance with quantization, distillation, caching, batching and routing strategies.

EXPERIENCE

Strong Python skills, with experience using Transformers, LangChain, LlamaIndex and the broader GenAI ecosystem and prompt engineering experience.
Deep understanding of LLM behavior, prompt optimization, embeddings, retrieval and data preparation workflows.
Experience with vector DBs (FAISS, Pinecone, Milvus, Weaviate, ChromaDB).
Hands-on knowledge of Linux, Bash/Powershell, containers and cloud environments.
Strong communication skills, creativity and a systems-thinking mindset.
Curiosity, adaptability and a drive to stay ahead of rapid advancements in GenAI.

BENEFICIAL

Experience with PromptOps & LLM Observability tools (PromptLayer, LangFuse, Humanloop, Helicone, LangSmith).
Understanding of Responsible AI, model safety, bias mitigation, evaluation frameworks and governance.
Background in Computer Science, AI/ML, Engineering, or related fields.
Experience deploying or fine-tuning open-source LLMs.

TECH STACK

LLMs: GPT-4/5, Claude 3.x, Gemini 2.x, Mistral Large, LLaMA 3, Cohere Command R+, DeepSeek

Frameworks: LangChain, LlamaIndex, Haystack, AutoGen, CrewAI

Tools: GitHub Copilot, Cursor, LangSmith, LangFuse, Weights & Biases, MLflow, Humanloop

Cloud: Azure ML, AWS SageMaker, Google Vertex AI, Databricks, Modal

Infra: Python, Docker, Kubernetes, SQL/NoSQL, PyTorch, FastAPI, Redis

Staffworx are a UK based Talent & Recruiting Partner, supporting Digital Commerce, Software and Value Add Consulting sectors across the UK & EMEA.

Remote Working Some remote working

Country United Kingdom

Location London and home

Reference swx1616915prompt

Start Date Jan 26

Duration 6-12 months initial, outside IR35

Rate market rates, outside IR35

Visa Requirement Applicants must be eligible to work in the specified location

About the Company

Staffworx | Global Talent Partner - digital commerce, software and consulting sectors for 25 years www.staffworx.co.uk/vacancies +44 7710445593 / james.kirk@staffworx.co.uk Based: London, UK 25 years recruiting in the online retail, business consulting, financial services, software development and digital transformation sectors, sourcing and supplying subject matter experts, innovators and leading lights in software engineering, business consulting, product and delivery management sectors to market leaders, unicorns and... Know more