Req ID 83710 | Hyderabad, India, ZF India Pvt. Ltd.

JOB DESCRIPTION

What you can look forward to as an Architect – Data & AI:

* End to End Architecture Ownership: Own architecture and design of production
grade Data & AI platforms spanning cloud infrastructure (Azure), data
platforms, ML/LLM systems, and agentic workflows—from concept through
deployment, operation, and evolution.
* Agentic AI Systems (Production First): Architect and drive AI agents using
LangGraph, LangChain Expression Language (LCEL), Semantic Kernel, or similar
frameworks, emphasizing context engineering, tool routing, memory strategies,
guardrails, and deterministic workflows over prompt hacks.
* Context & Retrieval Engineering: Design robust RAG and non RAG context
pipelines using vector databases (Azure AI Search, Pinecone, Weaviate,
pgvector), embeddings lifecycle, chunking strategies, re ranking, caching,
and fallback logic that work at scale.
* Model & Agent Evaluation: Define and operationalize agent evaluation
frameworks (offline + online), including regression tests, task success
metrics,



hallucination detection, latency/cost controls, and MCP style
orchestration patterns for controlled agent execution.
* Data Platform Architecture: Architect data mesh aligned platforms with domain
data products, Delta Lake, Databricks, Spark, event driven pipelines,
relational and NoSQL databases, and explicit ownership, governance, and
interoperability models.
* Production Deployment & Ops: Lead production deployments using Azure ML,
Databricks, AKS, MLflow, CI/CD, feature stores, monitoring, logging, and
incident ready observability for both ML models and AI agents.
* Technical Leadership & Stakeholder Management: Act as a senior architect
across teams—review designs, mentor engineers, align with product and
business stakeholders, and make explicit trade offs across cost, risk,
performance, and maintainability.

Your profile as an Architect – Data & AI :

* 11–12 years building Data & AI systems, with

📌 Solution Architect-Data (Hyderabad)
🏢 ZF Group
📍 Hyderabad