Logging, Git, metrics, Azure, Python, AWS, LangChain, AgentCore, GenAI capabilities, LangGraph, JSON schemas, RAG retrieval patterns, observability, serverless patterns

, Python, Time-Series Forecasting, ETL automation, LangChain, Dataiku, FAISS, MLOps deployment concepts, GPT-4.0, LangGraph

Machine Learning, Python, aws bedrock, sagemaker, Ai

React, Gcp, Python, CrewAI, multi-agent systems, ADK, building pipelines for structured and unstructured data, vector databases, LangGraph, RAG-like architectures, granular tracing, LLM-native metrics

Apis, Dynamodb, Microservices, Lambda, React, Docker, Terraform, Distributed Systems, ECS, Asynchronous programming, Kubernetes, Python, Api Gateway, AWS, LangChain, Fast API, EKS, LangGraph, Vector Databases, performance optimization, container orchestration

Rest Assured, Java, Vxml, Automation Frameworks, Debugging, Postman, Scripting Languages, Log Analysis, Ivr Testing, Python, GenAI LLM testing, CCaaS platforms, API testing tools, routing voice apps, multimodal testing, response evaluation, prompt validation, voice bot testing, VoiceAI systems, SIP call flows, ASR TTS validation, guardrail testing

AWS ECS, AWS, FastAPI, Python, Azure, Flask, prompt tuning, RAG pipelines, GitHub Actions, vector search, LLM-powered systems, vector databases, embeddings, LoRA adapters, inference layers, AI pipelines