Key Responsibilities:
- End-to-End Lifecycle Ownership (Build, Deploy, Maintain & Improve)

1. Build: Design and code autonomous AI agents, custom API tools, and Retrieval-Augmented Generation (RAG) pipelines using contemporary orchestration frameworks (LangGraph, CrewAI, AutoGen, etc).
2. Deploy: Set up robust deployment pipelines to move AI agents from local MVPs to production-grade environments using Docker, APIs, microservices, and cloud infrastructure.
3. Maintain: Take full responsibility for the operational health of your deployed agents - monitor uptime, handle error states, manage token/cost limits, and ensure day-to-day reliability.
4. Improve: Establish systematic evaluation loops (Evals) to measure agent accuracy. Continuously refine prompt structures, system guidelines, guardrails, and memory retrieval mechanisms to improve agent performance over time.
- Technical Implementation & Data Foundation

1. Agentic Frameworks: Build and manage autonomous AI agents for tasks such as lead prospecting, market segmentation, content generation, claims/coding workflows,



operations management, and data synthesis.
2. Data Integration: Implement and optimize indexing, hybrid search, and RAG pipelines using vector databases (Pinecone, Qdrant, Milvus, Chroma) or knowledge graphs (Neo4j) to supply high-context data to agents - critical for RAAPID’s grounded use cases.
3. API Integration & Tooling: Connect LLMs to internal enterprise systems (CRM, EHR/FHIR endpoints, databases, operational tools) and external APIs, enabling agents to execute real-world actions safely.
- AI Reasoning, Evaluations & Guardrails

1. Reasoning & Evaluation: Define, test, and run automated evaluation frameworks (Ragas, LangSmith, or custom eval datasets) to track latency, accuracy, safety, and hallucination rates across agent workflows.
2. Guardrails & Security: Implement strict guardrails to ensure agents operate safely, protect PHI/PII, and adhere to HIPAA, HITRUST, and other compliance standards in

📌 Senior AI Engineer (Ahmedabad)
🏢 TALCHEMY SOLUTIONS
📍 Ahmedabad