Adeebullah Sheikh profile photo 1 on Tal

Adeebullah Sheikh

Data and AI

Bengaluru

5+ years of work experience

Volvo Group
Jan 20251 yr 6 mosPresent

Hybrid

1. AI-Driven Defense Platform for Log Intelligence • Architected a Multi-Agent Autonomous Diagnostic System using DSPy, reducing system troubleshooting latency from 4 hours to 4 minutes (1500% improvement) across global server logs. • Engineered an Agentic reasoning loop featuring self-reflection and verification stagesto validate anomaly hypotheses, drastically reducing false-positive alerts by 50%. • Implemented the Model Context Protocol (MCP) to enable secure, real-time agent access to distributed telemetry data and hardware metrics. • Designed a stateful,session-based vector memory architecture to maintain long-term context in multi-turn agentic investigations, improving root-cause accuracy in complex distributed systems. 2. LLM-Powered Data Democratization (NL-to-SQL) • Developed a high-precision Agentic NL-to-SQL engine utilizing a "Plan-and-Execute" pattern to decompose complex natural language prompts into optimized SQL (CTEs, window functions, and multi-joins). • Integrated an Agent-to-Agent (A2A) communication protocol to facilitate hand-offs between a Schema-Specialist agent and a Query-Optimization Agent, ensuring 95%+ execution accuracy on unseen database schemas. • Optimized a Retrieve-Then-Read pipeline using semantic ranking and metadata-filtered RAG, reducing LLM token consumption by 30% while maintaining high retrieval relevance.
Volvo Group
Oct 20222 yrs 4 mosJan 2025

On-site

Scalable Data Defense & Optimization • Engineered a global real-time anomaly detection pipeline using PySpark, processing terabytes of telemetry data to identify GPS "freeze events" before they impacted market regulatory reporting. • Spearheaded the 2G/3G Sunset Impact Analysis by building a predictive PySpark model to identify and prioritize high-risk vehicle clusters for hardware migration in the Australian market. • Automated data workflows using Python & SQL and developed Power BI dashboards integrated with Azure data flows
HighRadius
Jun 20211 yrMay 2022

Bhubaneswar, Orissa, India

• Assist the Advance RPA team in identifying and resolving bugs in existing RPA processes. • Participate in the testing and validation of new automation processes. • Collaborate with the team to continuously improve the efficiency and effectiveness of RPA processes. • Assist with other tasks as assigned by the Advance RPA team.
HighRadius
Jan 20213 mosMar 2021

Bhubaneswar, Odisha, India

• Assisting the development team in building an AI-based cash application software that meets the project's requirements and specifications. • Collaborating with the development team to design and develop the software's user interface using React as a frontend technology.

Adeebullah’s AI Stack

aistudio
aistudio
hugging face
hugging face
langchain
langchain
openai
openai

Education

KIIT - Kalinga Institute of Industrial Technology

Bachelor of Technology - BTech, Computer Science

KIIT - Kalinga Institute of Industrial Technology

20184 yrs2022

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Adeebullah Sheikh on Tal

Headline

Data and AI

Location

Bengaluru

AI stack

aistudio

hugging face

langchain

openai

Work experience

Experienced Data Analyst at Volvo Group, Jan 2025 - Present · 1 yr 6 mos, Hybrid, 1. AI-Driven Defense Platform for Log Intelligence • Architected a Multi-Agent Autonomous Diagnostic System using DSPy, reducing system troubleshooting latency from 4 hours to 4 minutes (1500% improvement) across global server logs. • Engineered an Agentic reasoning loop featuring self-reflection and verification stagesto validate anomaly hypotheses, drastically reducing false-positive alerts by 50%. • Implemented the Model Context Protocol (MCP) to enable secure, real-time agent access to distributed telemetry data and hardware metrics. • Designed a stateful,session-based vector memory architecture to maintain long-term context in multi-turn agentic investigations, improving root-cause accuracy in complex distributed systems. 2. LLM-Powered Data Democratization (NL-to-SQL) • Developed a high-precision Agentic NL-to-SQL engine utilizing a "Plan-and-Execute" pattern to decompose complex natural language prompts into optimized SQL (CTEs, window functions, and multi-joins). • Integrated an Agent-to-Agent (A2A) communication protocol to facilitate hand-offs between a Schema-Specialist agent and a Query-Optimization Agent, ensuring 95%+ execution accuracy on unseen database schemas. • Optimized a Retrieve-Then-Read pipeline using semantic ranking and metadata-filtered RAG, reducing LLM token consumption by 30% while maintaining high retrieval relevance.

Data Analyst at Volvo Group, Oct 2022 - Jan 2025 · 2 yrs 4 mos, On-site, Scalable Data Defense & Optimization • Engineered a global real-time anomaly detection pipeline using PySpark, processing terabytes of telemetry data to identify GPS "freeze events" before they impacted market regulatory reporting. • Spearheaded the 2G/3G Sunset Impact Analysis by building a predictive PySpark model to identify and prioritize high-risk vehicle clusters for hardware migration in the Australian market. • Automated data workflows using Python & SQL and developed Power BI dashboards integrated with Azure data flows

Product Intern at HighRadius, Jun 2021 - May 2022 · 1 yr, Bhubaneswar, Orissa, India, • Assist the Advance RPA team in identifying and resolving bugs in existing RPA processes. • Participate in the testing and validation of new automation processes. • Collaborate with the team to continuously improve the efficiency and effectiveness of RPA processes. • Assist with other tasks as assigned by the Advance RPA team.

Product and Engineering Intern at HighRadius, Jan 2021 - Mar 2021 · 3 mos, Bhubaneswar, Odisha, India, • Assisting the development team in building an AI-based cash application software that meets the project's requirements and specifications. • Collaborating with the development team to design and develop the software's user interface using React as a frontend technology.

Education

Bachelor of Technology - BTech, Computer Science, KIIT - Kalinga Institute of Industrial Technology