Responsibilities
- Lead the development of AI solutions across multiple client engagements.
- Collaborate with Abstract Customer Engagement and clients to understand business challenges and translate them into AI-driven solutions.
- Work with client data teams to ingest, clean, and prepare data for modeling.
- Build and integrate AI solutions using Azure AI Foundry, OneReach.ai, LangChain or similar orchestration frameworks for conversational AI.
- Design and optimise Retrieval-Augmented Generation (RAG) pipelines, including embedding generation, vector database configuration, API, MCP and retrieval tuning to improve accuracy, latency, and relevance in conversational AI.
- Prompt optimisation of closed source LLMs, or post-training of open-source LLMs to build new or improve existing agentic workflows.
- Understand and guide on evaluation frameworks to measure model safety, accuracy, and performance, including recall, precision, F1-score, and other relevant metrics for both conversational AI and classification models.
- Collaborate with our DevOps team to produce MLOps pipelines to speed up experimentation, deployment, and monitoring.
- Ship AI models into live production environments and iterate rapidly based on usage, feedback, and metric-driven insights.
- Write clean, testable, and scalable code in .NET or Python and integrate with backend services.
- Stay up-to-date with the latest AI research and tools, applying them pragmatically to solve real problems.
- Design and refine prompts, workflows, and evaluation frameworks for autonomous AI financial analysts.
Requirements
- Experience operating within a senior or lead software engineering position with a full stack developer background
- Experience using React.Js
- Azure Cloud experience of at least 5+ years
- Exposure to building AI solutions, with experience shipping production solutions.
- Ability to write clean, testable, and scalable code with Python, C# or JS.
- Demonstrable production experience with AI Foundry Orchestration, LangChain, OneReach.ai or similar AI orchestration frameworks.
- Proven experience developing AI agents and agentic workflows for commercial applications.
- Experience leading technical projects from design through to production deployment.
- Strong communication and stakeholder management skills, with the ability to confidently present technical solutions and architectures to clients and senior stakeholders.
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