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Full-time
Posted 13d ago
~40 hrs/week
Responsibilities
Design, develop, and test end-to-end Generative AI and agentic AI applications using LLM APIs and RAG pipelines. Implement multi-agent systems and establish automated testing pipelines to evaluate model quality and performance.
Requirements
Requires over 5 years of IT experience with 2-3 years specializing in AI/ML or Generative AI development. Must have hands-on experience deploying LLM-based applications and proficiency in Python and AI orchestration frameworks.
Full job description
Industry/Sector
Not Applicable
Specialism
Oracle
Management Level
Senior Associate
Job Description & Summary
Job Title: Senior Associate – Generative AI Developer
Experience:
5+ years of total IT experience, including 2–3 years in AI/ML or Generative AI development. Must have hands-on experience building, testing, and deploying LLM-based or agentic AI applications in production or pilot settings.
Role Overview:
The Senior Associate – Generative AI Developer will design, develop, and rigorously test end-to-end Generative AI and agentic AI applications. This role requires hands-on expertise with LLM APIs, RAG pipelines, prompt engineering, and multi-agent frameworks, combined with a disciplined approach to testing, performance monitoring, and optimization.
Key Responsibilities:
LLM & GenAI Development: Design, develop, and maintain LLM-powered applications using APIs such as OpenAI, Azure OpenAI, Anthropic, or Cohere. Implement core GenAI workflows including summarization, classification, Q&A, and content generation.
Agentic AI Implementation: Build and orchestrate multi-agent systems using frameworks like CrewAI, LangGraph, OpenAI Agents SDK, or Azure AI Agent Framework. Implement inter-agent communication, task routing, and tool orchestration for complex workflows.
RAG & Embedding Pipelines: Implement retrieval-augmented generation pipelines involving embedding creation, chunking, and vector indexing using FAISS, Pinecone, Chroma, or Milvus. Ensure efficient retrieval for context-aware outputs.
Prompt Engineering & Techniques: Apply advanced prompting strategies such as Few-Shot Learning, Chain-of-Thought (CoT), ReAct, and CART to improve reliability and interpretability of model responses.
Testing & Validation: Establish automated and manual testing pipelines using TruLens, LangSmith, PromptLayer, or DeepEval to evaluate model quality, accuracy, safety, and factual grounding. Define and track metrics such as coherence, hallucination rate, and response diversity.
Performance Monitoring & Optimization: Implement cost-effective token management and model observability using logging and tracing frameworks. Continuously optimize prompts, retrieval logic, and memory mechanisms to improve efficiency.
Data Analysis & Preparation: Conduct EDA and pre-processing of textual datasets to ensure quality input for training, evaluation, and fine-tuning tasks.
Documentation & Collaboration: Create detailed design documents, maintain experiment logs, and collaborate with architects, data scientists, UI/UX engineers, and product managers to ensure solution alignment with business goals.
Continuous Learning: Stay up to date with new model releases (OpenAI GPT, Claude, Gemini, Mistral, LLaMA, etc.) and frameworks in the GenAI and agentic AI ecosystem.
Key Skills & Competencies:
Strong proficiency in Python, LangChain, LlamaIndex, CrewAI, and LangGraph
Deep understanding of LLM architectures, tokenization, embedding models, and vector databases
Experience with prompt testing and evaluation frameworks (TruLens, LangSmith, PromptLayer, DeepEval)
Familiarity with bias mitigation, safety testing, and Responsible AI principles
Knowledge of MLOps/LLMOps practices for deploying and monitoring AI models
Strong analytical mindset, documentation discipline, and collaborative approach
Exposure to at least one major cloud AI platform (Azure, AWS, GCP, or OCI)
Preferred Background:
Prior experience in building chatbots, intelligent assistants, summarizers, or document automation solutions using LLMs
Familiarity with open-weight model experimentation (LLaMA, Mistral, Falcon, etc.)
Exposure to multi-modal AI (text, image, code) and integration with enterprise data sources
Experience supporting GenAI projects through testing, benchmarking, and performance optimization
At PwC, we help clients drive their companies to the leading edge. We’re a tech-forward, people-empowered network with more than 370,000 people in 149 countries. Across audit and assurance, tax and legal, deals and consulting we help build, accelerate and sustain momentum. Find out more at www.pwc.com.
PwC: Audit and assurance, consulting and tax services
PwC refers to the PwC network and/or one or more of its member firms, each of which is a separate legal entity. Content on this page has been prepared for general information only and is not intended to be relied upon as accounting, tax or professional advice. Please reach out to your advisors for specific advice.
Offices: 1 Embankment Place · 300 Madison Ave, New York, NY 10017, US · 1730 Pennsylvania Ave NW, Washington, DC 20006, US · 8 Cross St, Singapore, Singapore 048424, SG · Paseo de la Castellana, 259B, Madrid, Community of Madrid 28046, ES
At PwC, we help clients drive their companies to the leading edge. We’re a tech-forward, people-empowered network with more than 370,000 people in 149 countries. Across audit and assurance, tax and legal, deals and consulting we help build, accelerate and sustain momentum. Find out more at www.pwc.com.
PwC: Audit and assurance, consulting and tax services
PwC refers to the PwC network and/or one or more of its member firms, each of which is a separate legal entity. Content on this page has been prepared for general information only and is not intended to be relied upon as accounting, tax or professional advice. Please reach out to your advisors for specific advice.
Offices: 1 Embankment Place · 300 Madison Ave, New York, NY 10017, US · 1730 Pennsylvania Ave NW, Washington, DC 20006, US · 8 Cross St, Singapore, Singapore 048424, SG · Paseo de la Castellana, 259B, Madrid, Community of Madrid 28046, ES