Hello, I build ML/AI , Web3 products

Ashwini Kumar Pal

ML Developer & Product Builder

I work across ML/AI and Web3, building systems where correctness, constraints, and usability all matter at once. I'm drawn to messy problems—protocol edges, data ambiguity, things that don't fit clean abstractions—and I iterate until they do. I also work with oil and charcoal to slow things down.

View My Work Scroll to explore

Product showcase

What I've Built

A selection of live, beta, and stealth projects sourced from the collection.

dimRed
Live

dimRed

Dimensional reduction algorithms in Python, Scala & PySpark

ML Python PySpark Scala
⭐ 62 GitHub
nexor
Live

nexor

Nexor is a modular zk-credit and on-chain lending platform composed of four w...

Python Solidity TypeScript JavaScript Smart Contracts Next.js
⭐ 0 GitHub
policyforge
Live

policyforge

PolicyForge is a visual policy builder, simulator, and export tool for Open W...

JavaScript CSS HTML RAG DeFi React
⭐ 0 GitHub Demo
pegguard
Live

pegguard

PegGuard — Bitcoin's Bridge, Covered

JavaScript Solidity RAG Smart Contracts
⭐ 0 GitHub
quorum
Live

quorum

Verifiable AI inference on Bitcoin. Every inference request is attested

Python TypeScript JavaScript Mako Blockchain Smart Contracts
⭐ 0 GitHub
quorum-tee-service
Live

quorum-tee-service

Quorum TEE Service

TypeScript JavaScript LLM Blockchain Smart Contracts Rust
⭐ 0 GitHub
pvmforge
Live

pvmforge

PVMforge is a developer workbench for Polkadot Hub PolkaVM (PVM), built for t...

TypeScript CSS JavaScript RAG Solidity Next.js
⭐ 0 GitHub
gridtrace
Live

gridtrace

**Institutional memory for power grid operators — built on [Hermes Agent](htt...

Python JavaScript CSS HTML Pandas Anchor
⭐ 0 GitHub
kilo-replay
Live

kilo-replay

kilocode-replay

TypeScript JavaScript Shell LLM RAG Node.js
⭐ 0 GitHub
move-forge
Live

move-forge

Move Forge 🚀

TypeScript JavaScript Dockerfile CSS RAG Blockchain
⭐ 0 GitHub
alea
Live

alea

Documentation

Rust TypeScript Shell Makefile DeFi
⭐ 0 GitHub
polyForge
Live

polyForge

PolyForge is a Polygon-focused smart-contract playground that pairs a modern ...

HTML TypeScript JavaScript CSS RAG Blockchain
⭐ 0 GitHub

Latest writing

Latest Writing

Recent essays and external notes from across the web.

Building Quiet Systems

Systems Writing
Medium ↗

Building a Decentralized Voting System with Hedera

Blockchain Hedera Tutorial
Medium ↗

The Convergence of AI and Web3: A NEAR Perspective

AI Web3 NEAR
View all writing →

About

Who I Am

I work across ML/AI and Web3, building systems where correctness, constraints, and usability all matter at once. I'm drawn to messy problems—protocol edges, data ambiguity, things that don't fit clean abstractions—and I iterate until they do. I also work with oil and charcoal to slow things down.

Arctic Code Vault Contributor Starstruck

126

repositories

62+ stars

on dimRed

16

published articles

Competitive profiles

ThinkOnward @Ashwini kumar p

Rank #95 · Top 2% · 7 bounty awards

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Topcoder @pauli89

1057 Rating

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GitHub @asdspal

126 repos · 62+ stars · Arctic Code Vault

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Tech stack

Tools & frameworks

Python logo Python
Scala logo Scala
JavaScript logo JavaScript
Ruby logo Ruby
PyTorch logo PyTorch
PySpark logo PySpark
Jupyter logo Jupyter
Solidity logo Solidity
Ethereum logo Ethereum
Solana logo Solana
Docker logo Docker
Git logo Git

Career timeline

Milestones

  1. 2018 Started ML journey

    Dove into applied machine learning and rapid experimentation.

  2. 2020 Published Paperspace series

    Shared dimensionality-reduction insights across a multi-part series.

  3. 2022 Built QuantChain

    Shipped a production-grade product spanning ML and Web3 workflows.

  4. Now Building next products

    Focused on human-centered ML tools and scalable product systems.