MUST-HAVE SKILLS

LLM Agent Development designing multi-agent systems

with tool-calling, chain-of-thought reasoning, structured outputs

and context management using Claude, OpenAI or Azure

OpenAI

Agentic Orchestration — building agent graphs and pipelines

(LangGraph, LangChain or equivalent); routing, disambiguation,

fallback handling and multi-step task decomposition

Python (5+ yrs) — async, Pydantic, FastAPI; building tool

interfaces, API services and data pipelines for production agent

systems

RAG & Document Intelligence — retrieval-augmented

generation, document extraction, summarisation and content

generation for business cases, client decks and reports

Cloud & Data Platforms — AWS (S3, Lambda, Bedrock,

SageMaker, Glue, Step Functions) and/or Snowflake; deploying

and scaling agent workloads on cloud infrastructure

SQL & Semantic Modelling — complex joins, CTEs, star

schemas; designing semantic layers that ground LLM agents in

structured data with verified queries and NL-to-SQL pipelines

Agent Evaluation & Guardrails — accuracy benchmarking,





hallucination detection, output validation, human-in-the-loop

review patterns and safety guardrails

Enterprise Integration — connecting agents to CRM,

SharePoint, Teams, email and document management systems

where business users work

NICE TO HAVE

Commercial real estate or skilled services domain

knowledge

AWS Bedrock / SageMaker for LLM hosting and fine-tuning

MCP (Model Context Protocol) server design

Snowflake Cortex Analyst / semantic views

RAG pipeline design (Pinecone, Weaviate, FAISS)

Agent observability (LangSmith, Arize, Phoenix)

AWS CDK / CloudFormation for infrastructure-as-code

Agentic UX design for non-technical users

TECH STACK

Claude API OpenAI API LangGraph LangChain AWS

Snowflake Python FastAPI Pydantic Bedrock

SageMaker S3 Lambda Glue MCP Protocol Cortex

SQL Pinecone Weaviate RAGAS LangSmith Docker

K8s GitHub Actions

Interested in building AI for UK Advisory?

📌 Artificial Intelligence Engineer (Telangana)
🏢 AlgoLeap Technologies
📍 Telangana