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Ayush Patel

@ayushpatel_ai

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LLM Engineer II & Masters in Data Science. Expert in architecting agentic systems and multi-agent networks.

India

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What I'm looking for

I seek roles building production-grade LLM systems and agentic workflows where I can drive reliability, reduce latency/costs, mentor teams, and ship scalable AI products.

LLM Engineer II with a Masters in Data Science and 3+ years of experience specializing in the transition from complex research to high-scale production.
Expert at designing sophisticated multi-agent networks that handle non-linear reasoning and autonomous task execution.
Deep potential for engineering self-correction and reflection cycles within AI frameworks to minimize hallucinations and ensure production-grade fidelity.
Capable of architecting low-latency infrastructures and optimizing context engineering to balance high-speed response with cost efficiency.

Experience

Work history, roles, and key accomplishments

Current

Senior LLM Engineer

Current

Infocusp Innovations

Nov 2024 - Present (1 year 2 months)

Architected multi-agent LLM networks and hierarchical workflows to automate complex reasoning, implemented RAG-based chatbots and secure code sandboxes, and optimized pipelines to reduce model response latency by 90% while cutting ranking latency by 75%.

RAG LLM Observability

Data Scientist

SquadStack

Sep 2023 - Oct 2024 (1 year 1 month)

Researched and built an in-house voice bot with 0.8–1.2s call latency, engineered LLM-driven pipelines achieving 93% Q&A coverage and 75%+ agent performance assessment accuracy, and developed lead-prioritization and anomaly-detection systems monitoring 50+ business metrics.

LLM RAG Prompt Engineering NLP Anomaly Detection Data Pipelines Model Evaluation

Data Science Associate

Material Plus

Jun 2022 - Aug 2023 (1 year 2 months)

Implemented neural network architectures for object detection, classification and video segmentation, built LLM-enabled automation like CSV-to-PPT using Chain-of-Thought methods, and deployed scalable solutions on AWS.

Computer Vision Object Detection LLM RAG AWS Sagemaker NLP Chain Of Thought

Education

Degrees, certifications, and relevant coursework

Vellore Institute of Technology

Master of Data Science, Data Science

2021 - 2023

Completed a Master of Data Science program focused on machine learning, deep learning, and applied data science workflows from August 2021 to April 2023.