---
title: "YASWANTH KUMAR A - AI Red-Team Engineer in Bengaluru | Tal"
description: "Meet YASWANTH KUMAR A, AI Engineer & Business Analyst | ML · LLMs · GenAI · AI Red Teaming | Data Analytics · Python · SQL · AWS based in Bengaluru. AI stack includes codex, langgraph, and langsmith. Explore public work links including github and yaswanth-portfolio-beta.vercel.app."
image: "https://tal.club/meet/yashwanth-kumar-a/share-image"
---

# YASWANTH KUMAR A on Tal

## Headline

AI Engineer & Business Analyst \| ML · LLMs · GenAI · AI Red Teaming \| Data Analytics · Python · SQL · AWS

## About

I got into AI because I wanted to understand how it fails\. Not how to make it work — how it breaks\. That curiosity landed me an 1\-year role, red\-teaming LLMs at AramAlgorithm\.ai, where I designed adversarial attacks, stress\-tested production models, and found vulnerabilities before they reached users\. That experience changed how I build\. Every system I ship now has a safety layer baked in from day one — not bolted on at the end\. Since then I've built production ML and agentic AI systems: CortexAgent — a multi\-agent RAG platform that answers SEC financial research questions using 4 specialized LLMs orchestrated via LangGraph\. Built for institutional\-grade financial analysis with 250ms latency and full audit trails\. MigrationLens — an agentic code scanner that catches database migration failures before they happen\. 100% recall on benchmarks, 0% false positives, 138 tests\. Targets the 83% of migrations that fail in production\. FairLend, ExperimentOS, ModelWatch — production ML systems covering credit scoring \(EU AI Act compliant\), Bayesian A/B testing, and real\-time model drift detection\. I sit at the intersection of AI engineering and business analytics\. I care about systems that are explainable, safe, and actually useful to the people making decisions with them\.

## Location

Bengaluru

## AI stack

codex

langgraph

langsmith

replit

Guardrails AI

Langflow

## Work experience

AI Red\-Team Engineer at Aram Algorithm, Mar 2025 \- Feb 2026 · 1 yr, Washington, United States, • Designed and executed structured red\-teaming frameworks to evaluate LLMs for safety, robustness, and misuse risks — covering prompt injection, jailbreaks, hallucination baiting, and adversarial manipulation across 3 model families\. • Built automated pipelines to convert model evaluation outputs into structured, compliance\-ready evidence artifacts — enabling engineering and compliance teams to act on findings without manual triage\. • Translated AI safety requirements into measurable test plans and evaluation criteria in collaboration with engineering and compliance stakeholders — bridging the gap between safety research and production deployment\.

Research Student at Vellore Institute of Technology, Jan 2025 \- Apr 2025 · 4 mos, Chennai, AI\-Driven DOOH & Retail Media Optimization system combining emotion recognition with personalized ad recommendation — bridging affective computing and business analytics\. 1\. Built a custom CNN model for real\-time facial emotion recognition \(happiness, sadness, anger, surprise\) from grayscale images, integrated into a live ad targeting pipeline\. 2\. Engineered a hybrid XGBoost recommendation engine combining emotional state with purchase history, location, device type, and session behavior to serve personalized ad categories\. 3\. Designed cold\-start handling via segment\-aware profiling, ensuring relevant recommendations for new users with zero interaction history\. 4\. Delivered a fully modular Streamlit platform supporting real\-time image input, CSV batch uploads, and interactive prediction dashboards — production\-ready end\-to\-end\.

## Education

Integrated M\.Tech — Computer Science & Engineering \(Business Analytics\), Computer Science and Business Analytics, Vellore Institute of Technology

12th Board of Secondary Education Of Andhra Pradesh, Sasi Educational Institutions

## Public links

- github: https://github\.com/yaswankum2622\-code
- yaswanth\-portfolio\-beta\.vercel\.app: https://yaswanth\-portfolio\-beta\.vercel\.app/

[View the original profile](https://tal.club/meet/yashwanth-kumar-a)

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