Generative AI Developer/Architect
2 days ago
Description :
Role Summary :
We are seeking an experienced Generative AI Developer / Architect with a strong track record of building and deploying LLM-powered applications in real-world environments. The ideal candidate will bring deep technical expertise in LLMs, prompt engineering, RAG architectures, and cloud-based AI services (Azure OpenAI, AWS Bedrock).
This is a high-impact role for someone who thrives at the intersection of innovation, scale, and responsible AI. Youll be driving the end-to-end design, development, and deployment of production-grade GenAI solutions for diverse enterprise use cases.
Key Responsibilities :
- Design and develop GenAI applications using state-of-the-art LLMs such as GPT (OpenAI/Azure), Claude (Anthropic), LLaMA (Meta), etc.
- Build prompt engineering pipelines, including few-shot, chain-of-thought, and role-based prompts for enhanced context understanding.
- Develop RAG (Retrieval-Augmented Generation) pipelines using vector databases for dynamic knowledge retrieval from enterprise data.
- Architect and implement agent-based GenAI workflows for multi-step tasks, automation, and decision-making systems.
- Deploy scalable GenAI applications on Azure OpenAI (AI Studio) or AWS Bedrock, leveraging managed services and serverless infrastructure.
- Utilize Python, FastAPI, and frameworks like LangChain, LLamaIndex, or Haystack for backend orchestration.
- Integrate vector databases such as FAISS, Pinecone, Weaviate, or Chroma for efficient embedding storage and similarity search.
- Implement cost optimization strategies by identifying high-impact GenAI use cases and minimizing token consumption.
- Enforce Responsible AI practices, including fairness, explainability, and privacy compliance across all GenAI deployments.
- Design controls for prompt injection prevention, jailbreaking mitigation, and output filtering using input/output sanitization.
- Build enterprise Q&A systems using embedded knowledge bases, PDFs, internal wikis, and structured databases.
- Implement Human-in-the-Loop (HITL) mechanisms for validation, continuous learning, and human oversight.
- Design multimodal pipelines (text image voice) and handle real-time parsing, transcription, chunking, and token management.
Required Skills & Experience :
to 15 years of total experience, with minimum 23 years in LLM/GenAI development and real-world solution delivery.
- Hands-on experience with Azure OpenAI, AWS Bedrock, or other cloud-based GenAI offerings.
- Proficiency in Python, with strong backend development skills using FastAPI, Flask, or Django.
- Deep understanding of LLM operations, prompt engineering, and optimization for latency and cost.
- Experience with LangChain, LLamaIndex, Transformers (Hugging Face), and embedding models (e.g., OpenAI, Cohere, Azure Embeddings).
- Hands-on experience with Vector Databases like Pinecone, FAISS, Weaviate, or Qdrant.
- Familiarity with embedding techniques, document chunking, and similarity scoring algorithms.
- Exposure to prompt safety, Responsible AI frameworks, and data privacy regulations (e.g., GDPR, HIPAA).
- Experience deploying GenAI apps in production environments, with a strong understanding of MLOps and CI/CD pipelines for LLM applications.
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