G Shiva Rama Krishna

Associate Director

I have spent 13+ years building software, leading teams, and turning business needs into working products. At S&P Global, I work on AI-powered reporting and knowledge tools using Python, RAG, MCP, and AWS. Earlier in my career, I built trading, reporting, and desktop applications with C# and .NET.

Hyderabad, Telangana, India

Technical Skills

Proficiency and hands-on experience

5/5 expert-level proficiency3 yrs hands-on experience

AI & Agentic Systems

Agentic AI Architecture
5/52 yrs
RAG Systems
5/52 yrs
Python
4/53 yrs

AI Tools & Platforms

MCP
5/52 yrs
FastMCP
4/52 yrs
AWS AgentCore
5/52 yrs

Frontend & UI

ReactJS
5/55 yrs
TypeScript
5/56 yrs
JavaScript
5/510 yrs

Backend & Enterprise Apps

C#
5/512 yrs
.NET Core
5/58 yrs
WPF
5/58 yrs

Data & APIs

SQL Server
4/510 yrs
Cassandra
3/55 yrs
Web API
5/58 yrs

Cloud & Platform

AWS
4/56 yrs
AWS EKS
5/52 yrs

DevOps

GitHub Actions
4/54 yrs
CI/CD Pipelines
3/54 yrs
Azure DevOps
4/55 yrs

Reporting & Visualization

Telerik Reports
5/57 yrs
Highcharts
4/55 yrs
ChartIQ
4/53 yrs

Professional Experience

Associate Director

S&P Global Inc.

2017 - Present (9 years)

Leads engineering work on reporting, research, and AI products. Recent work includes RAG-based search and chat tools, agent workflows, and services running on AWS.

Key Achievements

  • Designed and delivered two new AI products for reporting and conversational workflows, from initial design through production.
  • Built Python workflows with AWS AgentCore, Model Context Protocol (MCP), and FastMCP to connect tools, retrieve information, and handle multi-step tasks.
  • Built knowledge assistants that answer questions using company data and provide summaries and charts.
  • Improved RAG pipelines by tuning retrieval, chunking, grounding, context handling, and token use.
  • Added checks for answer quality, faithfulness, data integrity, and completeness, including LLM-as-judge evaluations.
  • Deployed AI applications and supporting services on AWS EKS.
  • Built financial-data charting features and worked on API and data-retrieval performance.
  • Built a reporting solution that generates Image, PDF, Word, and Excel files, contributing to a reported 30% reduction in costs.
  • Led a 10-person team and built VSTO tools for visualizing data in Excel, PowerPoint, and Word.
  • Worked with product, platform, and engineering teams to turn reporting, research, and AI requirements into software designs.
Agentic AIAWS AgentCoreMCPFastMCPPythonRAGLLM EvaluationAWS EKSC#.NET CoreReactJSTypeScriptSQL ServerVSTO

Software Developer

TATA Consultancy Services

2013 - 2017 (4 years)

Built and maintained trading applications and internal tools, with a focus on performance and reliability.

Key Achievements

  • Built and deployed IRS Core, a nationwide trading application for a government client, completing the project in five months.
  • Built an internal tool that gave teams one place to track defects.
  • Created reports with Telerik Report Builder to support client reporting and day-to-day operations.
C#.NETSQL ServerTelerik ReportsWPF

Featured Projects

Agentic Report Builder with RAG & MCP

A reporting assistant that turns written questions into reports using company data. It retrieves relevant information and checks the results before returning them.

  • Supports both user-defined and system-defined prompts for flexible report generation.
  • Uses retrieval and agentic tool workflows to ground generated output in enterprise data.
  • Applies evaluation checks for data integrity, faithfulness, and completeness.

Impact: Gives teams a quicker way to draft reports from company data and review the results.

Technologies

PythonRAGMCPFastMCPAWS AgentCoreReactJSAWS EKSLLM-as-Judge

Enterprise Knowledge Chat Bot

A chat tool for asking questions about company data. It returns answers with summaries and charts to help explain the information.

  • Returns grounded answers with visual summaries and chart-based explanations.
  • Uses LLM-as-judge evaluation workflows to assess data integrity, faithfulness, and completeness.
  • Built as an enterprise AI experience using retrieval, MCP-based tools, and evaluation frameworks.

Impact: Makes it easier for users to find and understand information in company data.

Technologies

PythonRAGMCPFastMCPLLMReactJSAWSEval Frameworks

Financial Data Charting Solution

A charting platform for exploring financial data and building interactive visualizations.

  • Delivered interactive charts for financial data visualization and analytics.
  • Improved API and data-retrieval performance; reported system-efficiency improvement was 50%.

Impact: Improved analysis efficiency by 40% through interactive financial-data visualization and optimized data retrieval.

Technologies

C#ReactJSHighchartsAWSSQL Server

Report Builder Solution

A report-generation tool that creates reports in Image, PDF, Word, and Excel formats using reusable templates.

  • Designed and implemented multi-format report generation with reusable templates.
  • The delivered solution contributed to a reported 30% reduction in costs.

Impact: Reusable templates helped reduce reporting costs by 30% and processing time by 60%.

Technologies

C#.NET CoreTelerik ReportsSQL Server

Defect Management Tool

An internal tool for recording defects and following them through resolution across teams.

  • Streamlined defect tracking across multiple teams.
  • Recognized with a Technical Excellence Award for the tool and its high-performance reporting engine.

Impact: Centralized tracking improved defect resolution time by 45% and team productivity by 35%.

Technologies

C#WPFSQL ServerWeb API

Business Podcast Audio Player

An MP3 player for business podcasts that combines audio playback with speech-to-text and clip bookmarking.

  • Converted podcast speech to text to make audio content easier to review.
  • Enabled users to bookmark key audio clips and replay them later.

Impact: Helped listeners revisit important podcast moments without searching through the full recording.

Technologies

MP3 AudioSpeech-to-Text

Nationwide Government Trading Platform

A trading platform developed with a cross-functional team for a government client and delivered in five months.

  • Contributed to core buy/sell order management workflows.
  • Built and supported market-monitor and ticker capabilities.
  • Worked on Windows Communication Foundation (WCF) integrations between platform components.

Impact: Delivered a nationwide trading platform within a five-month timeline while maintaining delivery quality.

Technologies

C#WCFOrder ManagementMarket Monitoring

Multi-Source Data API

A data-access layer that brings together multiple database services and APIs, retrieving information from SQL Server or Cassandra for user interfaces and other services.

  • Developed APIs in C# and .NET Core to retrieve and return requested data.
  • Supported React applications and downstream services as data consumers.
  • Integrated data access across SQL Server and Cassandra.

Impact: Provided a unified way for applications and services to access data from multiple database platforms.

Technologies

C#.NET CoreWeb APIReactSQL ServerCassandra

Achievements & Awards

Engineering Excellence Award

Recognized at S&P Global for Office Tools development and delivery of high-impact business value.

Technical Excellence Award

Recognized for architecting a high-performance defect-management tool and reporting engine.

On-the-Spot Award

Recognized for optimizing a trading system to improve processing speed and efficiency.

ILP Kudos

Received at TCS for contribution during the Initial Learning Program (ILP).

Agentic AI Delivery

Architected and delivered two greenfield AI products for enterprise reporting and conversational workflows.

RAG & Quality Systems

Improved RAG reliability through retrieval, chunking, grounding, context-window, and token-efficiency tuning, supported by evaluation workflows.

Cloud-Native AI Platform

Delivered agentic AI and LLM applications using AWS AgentCore, MCP, Python, and AWS EKS.

Technical Leadership

Led a 10-developer team and mentored junior engineers while delivering enterprise software and AI capabilities.

Education

Master of Computer Applications (MCA)

Gayatri Vidya Parishad, Visakhapatnam

2010 - 2013

Bachelor of Science in Computer Science (B.Sc.)

Gayatri Engineering College, Srikakulam

2007 - 2010

Intermediate (Higher Secondary)

West Bengal Board of Higher Secondary Education, Kharagpur

2005 - 2007

Class 10

West Bengal Board of Secondary Education, Kharagpur

2005