Opening for GEN AI
14 hours ago
Experience Years
Location - Ahmedabad, Pune, Indore
Job Description:
Key Responsibilities:
- Architect, develop, test, and deploy generative-AI solutions (online/offline LLMs, SLMs, TLMs) for domain-specific use cases.
- Design and implement agentic AI workflows and orchestration using frameworks such as LangGraph, Crew AI, or equivalent.
- Integrate enterprise knowledge bases and external data sources via vector databases and Retrieval-Augmented Generation (RAG).
- Build and productionize ingestion, preprocessing, indexing, and retrieval pipelines for structured and unstructured data (text, tables, documents, images).
- Implement fine-tuning, prompt engineering, evaluation metrics, A/B testing, and iterative model improvement cycles.
- Conduct/model red-teaming and vulnerability assessments of LLMs and chat systems using tools like Garak (Generative AI Red-teaming & Assessment Kit).
- Collaborate with MLOps/platform teams to containerize, monitor, version, and scale models (CI/CD, model registry, observability).
- Ensure model safety, bias mitigation, access controls, and data privacy compliance in deployed solutions.
- Translate business requirements into technical designs with clear performance, cost, and safety constraints.
Required Skills and Experience:
- Strong proficiency in Python and experience with ML/AI libraries (scikit-learn, TensorFlow, PyTorch, Hugging Face ecosystem).
- Hands-on experience with LLMs, RAG, vector databases, and retrieval pipelines.
- Practical experience deploying agentic workflows and building multi-step, tool-enabled agents.
- Experience using Garak (or similar LLM red-teaming/vulnerability scanners) to identify model weaknesses and harden deployments.
- Demonstrated experience implementing content filtering / moderation systems.
- Solid skills working with structured and unstructured data and advanced feature engineering.
- Familiarity with cloud GenAI platforms and services (Azure AI Services preferred; AWS/GCP acceptable).
- Experience building APIs/microservices; containerization (Docker), orchestration (Kubernetes).
- Strong understanding of model evaluation, performance profiling, inference cost optimization, and observability.
- Good knowledge of security, data governance, and privacy best practices for AI systems.
Preferred / differentiating qualifications
- Hands-on fine-tuning experience and parameter-efficient tuning methods.
- Experience with multimodal models and retrieval-augmented multimodal pipelines.
- Prior work on agentic safety, tool-use constraints, LLM application firewalls, or human-in-the-loop systems.
- Familiarity with LangChain, LangGraph, Crew AI, or similar orchestration libraries.
Values & behaviours
- AI-first thinking: consistently seeks AI-enabled solutions to business problems.
- Data-driven mindset: makes decisions based on measurable insights and metrics.
- Collaboration & agility: effective contributor in cross-functional, fast-paced teams.
- Problem-solving orientation: looks beyond the obvious to unlock product and business value.
- Business impact focus: designs solutions with measurable outcomes and real adoption.
- Continuous learning: stays current with academic research, open-source tooling, and best practices.
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