Nikshep Saravanan

I build technology that accelerates human progress. My mission is to create a world where people can earn through creativity, not labor.

The Journey

Present Day

DreamLoom

Currently building the future of creative expression through world-building and real-time interactive video. DreamLoom is pushing the boundaries of what's possible in digital storytelling and creative collaboration.

generative UI DiT architecture IP-Adapter real-time video
Present Day

Atman Ventures

Through Atman Ventures, we're building & incubating a portfolio of cutting-edge projects that push the boundaries of technology and creativity:

  • LabHype - AI-powered content studio for brands
  • Asarii - Next-gen suite for DJs and promoters
  • Other Web3 & AI experiments
venture building AI/ML web3
Recent Milestones

RealmPlay (Acquired)

What started as an experiment in AI storytelling turned into a three-week sprint to acquisition. I pioneered efficient LLM deployment techniques on consumer GPUs, scaling to thousands of users and reaching 5-figure ARR before exit.

exllama RoPE scaling 16K context

SoulBazaar (Acquired)

Built an autonomous AI influencer platform that evolved into a web3-enabled community hub. Our token ($SOULS) reached a $5M marketcap post-acquisition, validating our vision for AI-driven community building in the crypto space.

LoRA fine-tuning tool-calling
Where It All Started

The Early Days

My journey began with a series of experiments and ventures that shaped my builder's mindset. Each project was a stepping stone, teaching invaluable lessons about product development, market dynamics, and user psychology:

  • ICOs/Mining/Development - Early crypto development & trading
  • AnimeLootStore - Built and scaled to 100+ orders
  • FuzzPandaFilms - Automated YouTube channel grew to 10M+ views and 16K subscribers
  • Instagram Automation - Scaled multiple accounts to 5000+ followers
  • Way Way More - Thumbnail Design Copilot, Synthetic Data Generation, etc.
crypto mining content automation growth hacking e-commerce

Professional Impact

2021 - 2024

Senior Software Engineer @ Instacart

Led the evolution of Instacart's advertising infrastructure, focusing on measurement and experimentation platforms. My work directly impacted the company's multi-billion dollar ads business.

  • Built & scaled the Ads Measurement Platform, earning the company-wide Grow the Pie Award
  • Received multiple recognitions: Q2'23 R&D Award, Q3'23 Special Recognition, Q1'24 R&D Award
  • Tech lead for Enterprise Ads, leading 10+ engineers across multiple teams
  • Engineered features for multi-national retailers, driving org-wide impact
data pipelines distributed systems experimentation technical leadership
2020

Data Infrastructure Growth

Software Engineer @ Coinbase

Spearheaded critical data infrastructure projects during the crypto boom. Engineered a MongoDB to Parquet Spark Pipeline for business-critical financial data, achieving remarkable reliability metrics.

  • Processed terabytes of financial data daily with 99.999% uptime
  • Built in Scala with support for both batch and streaming execution
  • Deprecated two separate Java & Kotlin pipelines, improving efficiency
Scala MongoDB Spark financial data

Software Engineer @ Deliverr (Shopify)

Built the foundation for migrating micro-services from pull-based to event-driven architecture using Lambda and Kinesis. Significantly improved data refresh times and reduced system load while setting up pathways for future scalability.

Lambda Architecture Kinesis microservices
2018 - 2019

Early Platform Engineering

Software Engineer @ SeatGeek

Designed and implemented systems to migrate from AWS Redshift clusters to an in-house Parquet-based S3 Data Lake. Built tools that significantly improved Data Scientists' productivity.

Data Lakes AWS Python

Software Engineer @ PagerDuty

Co-led project exposing critical event data through an Elixir microservice. Built foundational services for the company's microservice architecture transition.

Elixir Kafka microservices
2017

Software Engineer @ Magmic

Re-engineered service authorization flow, improving response times by over 300%. Implemented rate filtering and bot filtering features, reducing service load by over 7%.

backend services optimization security

Thoughts & Musings

Welcome Note

February 2025

I've been meaning to start writing more and this is my first step. No concrete plans on what's going to be up here but my guess is it'll be a combination of thoughts & musings on tech, space, spirituality, neuroscience, the human experience, and anything else that grabs my attention.

A little about myself if you don't know me: I'm a 26-year-old builder living in Downtown Toronto. After selling my AI storytelling platform RealmPlay and wrapping up my time as a Senior Software Engineer @ Instacart, I've been heads down building DreamLoom and other exciting projects under Atman Ventures. When I'm not obsessing over new technologies or diving deep into AI research, you'll find me at board game nights or raves with friends.

My journey's been a bit unconventional - from mining ETH at $35 and building viral YouTube channels to engineering data platforms at companies like Coinbase and Instacart. Most recently, I've been fortunate to have two successful exits with RealmPlay and SoulBazaar, both in the AI space. Each venture has been a stepping stone, teaching me invaluable lessons about building products that matter.

Right now, I'm all in on exploring the intersection of AI and creativity. Through DreamLoom and our other ventures, we're building technology that helps people earn through their creativity rather than labor. While I write to share my experiences and realizations, I hope these posts bring you value, spark joy, or offer a new perspective. Welcome to my corner of the internet, and I hope you feel right at home.

Let's Connect

Whether you're interested in AI, building products, or just want to exchange ideas, I'm always open to meaningful conversations. Reach out at nikshepsvn@gmail.com or nikshep@dreamloom.ai

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