LILA·SUTRAलीला सूत्र
Siddharth Varshney
THE HAND ON THE THREADSiddharth VarshneyAI PRODUCTION · XR PROTOTYPING◉ NEAR FILM CITY, MUMBAI

5-plus years across 3D production and immersive XR - Maya, Blender, Unity, Unreal - now at the sharp end of generative AI: hands-on diffusion pipelines and LLMs on local and cloud-GPU infrastructure. I take an idea from concept to system design to implementation, moving between high-level architecture and deep execution. Lila.Sutra is what happens when that toolkit finally turns inward to build worlds of my own.

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NO TEACHER · NO DEGREE · NO SAFETY NETI’m a college dropout. Everything past my MAGES diploma - 3D, XR production, generative AI, machine learning - I taught myself: from documentation, papers, and a great many nights of trial and error, with no instructor and no curriculum.The formal record stops in 2020. Everything since is self-directed, learned by building, breaking, and shipping to real clients.
IN HIS OWN VOICEFIFTEEN QUESTIONS · ONE SITTING
Every constellation is drawn by a hand. This one writes back.
FIRST LIGHT

I wanted to be many things: a writer, an astronaut, a scientist. The writer stayed. Most of what I write now is code, or instructions to machines that write beside me; underneath, it is the same sentence I began as a child, not yet finished. A comic once showed me a universe being uncovered in real time. My heartbeat has been listening for that feeling ever since.

THE ROAD

I moved often. Foundations did not travel well; the work did.

There was a lean year that took me down roads I do not recommend. I climbed out. It left me one lesson: people help you once they see you can help yourself. I stopped waiting, and built accordingly.

I used to hold on to things. Now I hold on to what I make. Everything else is fleeting, and I let it be.

A SOLITARY ORBIT

I work alone because I am quiet by nature, because I moved too often to keep a crew, and because trust is a slow currency. The cost is honest: time, and patience. I had both.

WHAT THE HANDS KNOW

Nothing here was learned in order. Each craft arrived because a problem demanded it and would not leave. The record is below.

WHAT I AM OPEN TO

Roles, collaborations, commissions, conversations. Growth is a solo process; it rarely happens in isolation. Know this before you write to me: I am eccentric and honest, and I keep the truth on my sleeve. Do not mistake it for ego.

“All power is within you. You can do anything and everything. Believe in that.”

Swami Vivekananda
FIELD NOTES
  • On the desk: a laptop and its peripherals, the AC remote, bananas.
  • Elsewhere: worlds other people built (Skyrim, Night City), and stories that might stir the heartbeat.
  • Writer first or builder first, five years from now? I do not know. I keep both hands.
  • What keeps me up: I want it beautiful, bug free, and functional. Tech is rarely stable, and I am one person. The beauty keeps me awake. So do the bugs.
  • My father texted me once: "Challenges never end. Such is the life of a resilient man." I am keeping the text.

Every thread I have followed taught me the same thing. So will the next one.

NOW · OCT 2024 → PRESENT
The last two years have been pure AI.

Leading R&D and architecture for dockerized, agentic multimodal systems - text, image, video, audio, 3D, on cloud GPUs, and leading the engineers who ship them to clients. Robust I/O, SFW compliance, hallucination mitigation: the unglamorous parts that make it production.

MaazaMulti-GPU diffusion with face-preservation and video/CV for the campaign.
Multi-GPUFace-preserveVideo
FevikwikKwikGPT, an agent framework standing in as the brand’s voice.
AgentsLLM
VadilalVoice-clone consistency and dialogue for character-driven spots.
Voice cloneDialogue
De BeersJewelry LoRA training, product placement, upscaling / outpainting, wired into an LMS.
LoRAProductLMS
Milka × PokoraCustom lyric generation and voice clone (ACE-Step 1.5) with mastering and lip-sync.
Music AILipsync
Yippie Better WorldFace-preserved superhero avatars for kids with safety checks, pose edits (Qwen) and vision agents for plastic-type ID.
AvatarsSafetyVision
CLIENT WORK DELIVERED AT ADSMN INTERACTIVE · FURTHER PROJECTS ONGOING
PythonDockerComfyUIDiffusionLoRAAgentic frameworksCloud GPUsMLOpsVoice cloningVision agents
TECHNICAL TOOLKIT
The stack, in full.
THE ARCHIVE · 2020 → 2024
Everything that led here.
AjnaLens · DimensionNXGSOFTWARE DEVELOPERNOV 2022 - OCT 2024

3D reconstruction services (text / image / video → 3D) with diffusion, photogrammetry / SfM and gaussian splatting; generative + XR prototyping (LoRA · ControlNet · IP-Adapter · ComfyUI); AjnaXR SDK validation and storyboards through to the CES 2023 launcher.

AjnaKriti · AjnaSwastik · AjnaAvatar · AjnaVidya · Creator Program 2.0
E3 Tech SystemsXR DEVELOPERJUN - NOV 2022

Unity BIM / ArchViz apps for Android; VR training simulations for pharmaceutical operations with real-time IoT PoCs; managed CAD conversion.

Atal Incubation Center · Manipal University JaipurEXECUTIVE OF TECHNOLOGYDEC 2021 - JUN 2022

Ran the XR lab and its programs: faculty training, AR / VR / XR curriculum and demos; supported startup onboarding (hackathons) and institutional partnerships (MoUs).

PupilFirstVR CONSULTANT · INTERNSHIPOCT 2020 - DEC 2021

Built SanskritVR on Quest 2 - level design and lip-sync interactions; developed 3D assets; contributed to VR101 / 201 / 301 course production and content hosting.

THE CRAFT ARCHIVE - OPEN ON DRIVE
EDUCATION
MAGES Institute of Excellence, Singapore - Certificate in Immersive XR (2020) & Diploma in 3D Animation (2019–20)
IIIT-Delhi - B.Tech, ECE (Degree Under Creditization, NEP)
ACCOLADES
National rank - Table Tennis (Pondicherry, 2015)
National rank - Skiing (Auli, 2013)
NEBULA