on complex builds, owning meaningful slices independently Build production AI workflows: RAG components, integrations... (Cloud Run, Cloud Build, Vertex AI, IAM) Experience with agentic workflow tooling, MCP servers, or RAG systems...
) Production AI systems and observability challenges (prompting, context windows, RAG, hallucinations, provider variability..., LlamaIndex), RAG/vector search concepts, and enterprise integration considerations. Experience with DevOps/Platform Engineering...
workloads across device/edge/cloud;knowledge of data pipelines, streaming/vision services, vector/RAG stores, feature stores...
/vision services, vector/RAG stores, feature stores, and observability. Experience with system‑level understanding of IoT...
, including NLP, RAG architectures, and model evaluation frameworks A get-things-done mindset with strong bias for action...
how AI interprets data. Implement advanced use cases such as: Retrieval-Augmented Generation (RAG) Conversational systems... or regulated environments. Hands-on experience with: RAG architectures AI-powered dashboards and visualization tools...
Experience with Kubernetes and cloud platforms (AWS, Azure) Familiarity with AI frameworks, SDKs, and tools (LLMs, RAG...
Experience with Kubernetes and cloud platforms (AWS, Azure) Familiarity with AI frameworks, SDKs, and tools (LLMs, RAG...
, LangChain, LangGraph, CrewAI, AutoGen, or similar technologies. Experience with RAG architectures and/or vector databases.... Experience with LangChain, LangGraph, CrewAI, AutoGen, Open WebUI, or MCP. Experience with RAG pipelines, vector databases...
strategies for very large documents (retrieval-aware training, context extension, RAG for multi-thousand-page sources). Model... optimization. Familiarity with vector databases, advanced RAG pipelines, MCPs, or n8n-style workflow automation tools. Knowledge...