---
title: "Ajith Ravi - Software Development Engineer II in Greater Bengaluru Area | Tal"
description: "Meet Ajith Ravi, Safe Security | Data Science, Software Development based in Greater Bengaluru Area. AI stack includes claude, gemini, and hermes agent."
image: "https://tal.club/meet/ajith-ravi/share-image"
---

# Ajith Ravi on Tal

## Headline

Safe Security \| Data Science, Software Development

## About

Software Development Engineer II at Safe Security, an AI\-based cyber\-risk quantification company, where I design and build data platforms and cloud\-native systems on Snowflake and AWS\. I started as a Data Scientist developing probabilistic cyber\-risk models, and my work now spans data science, backend, and data engineering\. I work primarily in Python and Golang, with a focus on Snowflake, AWS \(Lambda, ECS, DMS, S3\), and Terraform, and I'm particularly drawn to applied AI and large language models\. B\.Tech in Aerospace Engineering with a Minor in Industrial Design, IIT Bombay \('22\)\.

## Location

Greater Bengaluru Area

## AI stack

claude

gemini

hermes agent

openai

ChatGPT

Vercel AI SDK

## Work experience

Software Development Engineer II at Safe Security, Aug 2025 \- Present · 1 yr 2 mos, Bengaluru, Karnataka, India, • Shipped the "See What Changed" Unified Data Layer to production, a Snowflake platform that tracks record\-level changes across the product\. • Built Bronze, Silver, and Gold medallion layers on Snowflake with AWS S3, handling around 2 TB of data with a 180 GB incremental load\. • Migrated change data capture from Debezium and Kafka to AWS Database Migration Service \(DMS\)\. • Designed a schema\-per\-tenant model with tenant\-scoped roles enforcing RBAC isolation\. • Cut monthly platform cost from about $120K to $30K \(75%\) by removing redundant tables and restructuring storage\.

Software Development Engineer I at Safe Security, Aug 2023 \- Aug 2025 · 2 yrs 1 mo, Bengaluru, • Built RESTful APIs in Golang for a questionnaire management system using a scalable microservices architecture\. • Designed and implemented the FAIR \(Factor Analysis of Information Risk\) model using PERT simulations across likelihood and loss models\. • Migrated the monolithic scoring repository to hybrid AWS Lambda/ECS, built a FastAPI backend, and moved CI/CD from Jenkins to GitHub Actions\. • Reduced monthly infrastructure cost by 67% \(from $7,500 to $2,500\) through resource optimization and caching\. • Scaled simulation processing from 10K to 50K using an AWS SQS asynchronous architecture\. • Built a ServiceNow IRM integration with GlideScript for bi\-directional data sync\.

Data Scientist at Safe Security, Jun 2022 \- Jul 2023 · 1 yr 2 mos, Bengaluru, Karnataka, India, • Developed probabilistic cyber\-risk scoring models using Monte Carlo simulations, deployed on AWS Lambda with API Gateway\. • Optimized simulation\-heavy APIs with Python multiprocessing, cutting latency from over 180 seconds to under 5 seconds\. • Built the Interactive Cost Model \(ICM\) in Python for first\-party organizational loss calculation\. • Automated an insurance model integration with Boost Insurance, reducing manual processing time by 80%\. • Contributed to the P\-State probabilistic model for the MITRE ATT&CK framework\.

AI and Data Science Intern at iRekommend, Jun 2021 \- Jul 2021 · 2 mos, • Developed an automated Slack bot using Python, Flask, and Pandas to enhance recruiter engagement\. • Created a GCP\-deployed API for storing resume attachments and email details efficiently\. • Implemented web scraping techniques with BeautifulSoup to gather data from PyPI and cloud products\. • Recognized with a Letter of Recommendation from the Founder for exceptional analytical and technical skills\.

Data Scientist Intern at Society of AI, Jul 2020 \- Sep 2020 · 3 mos, • Developed a music generator using Python, music21, Keras, and TensorFlow, leveraging RNN and LSTM techniques\. • Created a face\-filter application with a GUI utilizing a CNN model in Keras, TensorFlow, and Tkinter\. • Recognized for exceptional problem\-solving and technical skills with a Letter of Recommendation from the Founder and CEO\.

Associate Data Engineer at Celebal Technologies, Jun 2020 \- Nov 2020 · 6 mos, • Collaborated with senior data scientists to develop a quality\-check bot for customer service\. • Integrated Microsoft LUIS to enhance natural language processing capabilities in customer interactions\. • Utilized NumPy, pandas, and NLTK for processing complex JSON responses effectively\. • Automated workflows on Amazon's website using Selenium, improving operational efficiency\.

Engineering Student at Indian Institute of Technology, Bombay, Jul 2018 \- Jun 2022 · 4 yrs, Mumbai, Maharashtra, India

## Education

BTech \- Bachelor of Technology, Aerospace, Aeronautical and Astronautical Engineering, Indian Institute of Technology, Bombay

[View the original profile](https://tal.club/meet/ajith-ravi)

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