AV

Developer Research Notebook / 2026

Aditya Vardhan

Designing intelligent gameplay systems.

View Projects

-> prototype-first mindset

-> I explore how AI models can shape pacing, difficulty, and player-driven systems in real-time gameplay.

Portrait of Aditya Vardhan

Introduction & Summary

About Me

I am an AI and ML engineer focused on building practical, measurable systems that solve real interaction and product problems. My work combines model experimentation, data-driven iteration, and engineering discipline to move quickly from concept to usable prototype.

Alongside AI and machine learning, I have a strong interest in game development. I enjoy designing gameplay logic, adaptive mechanics, and intelligent systems that make player experiences more dynamic and responsive.

  • AI/ML engineering for applied, prototype-first products
  • Game development interest centered on intelligent gameplay systems
  • Workflow built on rapid iteration, testing, and continuous improvement

-> fast prototypes and technical exploration

Ayame Interactive RPG Framework

Multifunctional utility and RPG Discord bot inspired by World of Warcraft systems, with economy, inventory, skills, guild, lore, moderation, and action-command modules.

Python / discord.py / SQLite / aiosqlite / aiohttp

GitHub

-> includes RPG progression, utility, and server tooling

Veyra Premium Game Discovery

Premium game discovery and ratings platform with a cinematic UI, searchable catalog, game detail pages, user auth, profile history, and moderation analytics.

Next.js App Router / TypeScript / Tailwind / Prisma / PostgreSQL

GitHub

-> includes auth, search, ratings, reviews, and admin moderation

Lab Notes

Current Focus

Real-time enemy adaptation, player modeling, and simulation-first system design for experimental game loops.

Build Method

Rapid prototype -> telemetry review -> model iteration -> playtest validation. Fast feedback is central to my workflow.

Status

4 active prototypes

2 AI gameplay studies