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Aryan GaikwadAG
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Aryan Gaikwad

@aryangaikwad

AI Intern at Talakunchi Networks building RAG pipelines and an agent that automates vulnerability remediation.

India
Message

At Talakunchi Networks Pvt. Ltd., I'm developing a Patching Strategist Agent to automate vulnerability remediation from penetration testing findings. I’m also implementing RAG pipelines and integrating local Ollama models into Python workflows to generate remediation plans and verification steps.

For my Contract Analyzer project, I developed a system for PDF parsing, clause extraction, retrieval, risk scoring, and reporting. I also built a LangChain chatbot for contract Q&A and rewrites.

I'm currently developing a Research Manuscript Quality Analyzer that classifies linguistic acceptability using the CoLA sentence dataset. I fine-tuned DistilBERT and compared it with traditional machine learning models, achieving 81.18% validation accuracy.

My other projects include a news article classifier that achieved 91% overall accuracy and a housing loan default prediction system with an interactive FastAPI and Streamlit application.

Experience

Work history, roles, and key accomplishments

TL
Current

AI Intern

Talakunchi Networks Pvt. Ltd.

Sep 2026 - Present (1 month)

Developed a Patching Strategist Agent to automate vulnerability remediation from penetration testing findings. Implementing RAG pipelines to retrieve relevant vulnerability data and provide contextual information to LLMs.

Education

Degrees, certifications, and relevant coursework

ME

M.H. Saboo Siddik College of Engineering

Bachelor of Engineering, Electronics & Telecommunication

2022 - 2026

Grade: 7.46 CGPA

Pursuing a Bachelor of Engineering in Electronics & Telecommunication with a CGPA of 7.46.

KM

K.C. College, Mumbai

Higher Secondary Certificate

2020 - 2022

Completed Higher Secondary Certificate (HSC) from K.C. College, Mumbai.

MI

Microsoft

Microsoft Power BI Certification, Data Analysis

Certification in Microsoft Power BI covering data analysis, data modeling, DAX, Power Query, data visualization, and Power BI Service.

OU

Outskill

MasterMind GenAI Program Certification, Generative AI

Certification in Generative AI, LLMs, Prompt Engineering, RAG, and Agentic AI from the MasterMind GenAI Program.

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