SHASHWAT // SYSTEM ARCHIVE
HERO.PROTOCOL
PORTFOLIO · 2025

ShashwatSharma

Building intelligent systems at the intersection of machine learning, full-stack engineering and precise product design.

ROLEAI/ML ENGINEER
STACKPython · PyTorch · Next.js
STATUSOPEN TO WORK
LAT28.6139° N

∞ ── NARRATIVE.SPINE

Problems at the edge of solvable.

I'm drawn to systems at the intersection of machine learning and real infrastructure. How do you build retrieval systems that don't hallucinate? How do autonomous agents reason about uncertainty when the stakes are high? These are the problems I care about.

Systems that survive contact with reality.

I build systems that work under real constraints. Latency matters. Deployment friction matters. Measuring what works matters. I care more about systems that survive contact with reality than perfect-in-theory solutions. Everything I ship gets deployed and measured.

Let's build something real.

I'm looking for ML engineering roles at startups and product companies where I can deepen this work. Also interested in quantitative trading and MLOps—anywhere combining ML rigor with infrastructure that doesn't break.

Problems at the edge of solvable.

I'm drawn to systems at the intersection of machine learning and real infrastructure. How do you build retrieval systems that don't hallucinate? How do autonomous agents reason about uncertainty when the stakes are high? These are the problems I care about.

Systems that survive contact with reality.

I build systems that work under real constraints. Latency matters. Deployment friction matters. Measuring what works matters. I care more about systems that survive contact with reality than perfect-in-theory solutions. Everything I ship gets deployed and measured.

Let's build something real.

I'm looking for ML engineering roles at startups and product companies where I can deepen this work. Also interested in quantitative trading and MLOps—anywhere combining ML rigor with infrastructure that doesn't break.

CAPABILITIES.MODULE

Capabilities

[ SYSTEM_MODULES_ACTIVE ]

AI/ML Engineering Project

AI/ML Engineering

Developing intelligent systems using NLP and Computer Vision.

3D-Designs Stats

3D-Designs

showcasing my blender models and 3JS interactive visualizations.

AI Research Visualization

AI Research

Exploring and implementing cutting-edge AI technologies.

Data Pipeline Samples

Tech stack

Engineering robust pipelines for actionable data insights.

Community and Open Source

Collaborations

Actively contributing to open-source and developer communities.

Canada Mountains

Travel Photography & Nature Exploration

Capturing the beauty of landscapes across Canada.

tools

Tools & Tech I Use

Reviewing the tools and technologies I use in my work.

CHRONOLOGY.MODULE

Project Chronology

[ TIMELINE_ACTIVE ]

2025
Portfolio Launch
Upcoming Articles
3D Designs
Upcoming Projects
Tech Stack
ML Model Development