---
title: "Vardhman Gupta (@kap10) | Hashnode"
description: "> AI Engineer, buring Tokens to Solve AI Agents problems XD"
url: "https://hashnode.com/@kap10"
---

@kap10

# Vardhman Gupta

@kap10 · Delhi, India · Joined November 2026

### [How I Built Universal AI Agent Harnesses for Apache Magpie](https://kap10.hashnode.dev/ai-agent-harnesses-for-apache-magpie?utm_source=hashnode&utm_medium=feed)

How I built vendor-neutral AI agent runtime adapters for Cursor, Aider, Copilot CLI, Goose, and local LLMs in Apache Magpie.

8 min read · [kap10.hashnode.dev](https://kap10.hashnode.dev/ai-agent-harnesses-for-apache-magpie?utm_source=hashnode&utm_medium=feed)

[1](https://hashnode.com/posts/ai-agent-harnesses-for-apache-magpie/6aefe90da6e5c9cbfc5485ab) [4d ago](https://hashnode.com/posts/ai-agent-harnesses-for-apache-magpie/6aefe90da6e5c9cbfc5485ab)

### [Refactoring GCG Adversarial Attacks in Microsoft PyRIT: Architecture, VRAM Optimization and Clean Systems Design](https://kap10.hashnode.dev/refactoring-gcg-adversarial-attacks-in-microsoft-pyrit?utm_source=hashnode&utm_medium=feed)

How I decoupled Microsoft PyRIT's GCG attack pipeline into a modular 3-tier architecture, optimizing GPU VRAM and preventing multi-model OOM crashes.

9 min read · [kap10.hashnode.dev](https://kap10.hashnode.dev/refactoring-gcg-adversarial-attacks-in-microsoft-pyrit?utm_source=hashnode&utm_medium=feed)

[6d ago](https://hashnode.com/posts/refactoring-gcg-adversarial-attacks-in-microsoft-pyrit/6aed7de951b47bd036d24a34)