Welcome

Building the future through first principles in business, mathematics, and markets

Hi there, I'm Yash — welcome to my corner of the internet.

I'm a Product Manager focused on building innovative financial technology solutions. Currently, I'm at Token Relations developing an onchain analytics platform that helps institutions, VCs, and traders navigate billions of dollars in stablecoins, tokenized assets, and blockchain data.

My background spans quantitative finance, including LSTM models, pairs trading, and volatility trading, with professional experience at RegAlytics and QuantConnect. I've also built large-scale GenAI pipelines that help teams save time and resources across research, development, and business operations.

Beyond the technical work, I bridge the gap between cutting-edge technology and practical application, whether implementing video generation models for personalized content at scale or crafting intuitive interfaces that make sophisticated analytics accessible.

When I'm not analyzing markets or building products, you'll find me traveling, surfing, playing soccer, or supporting water and forest conservation efforts. I'm always excited to connect with others who share a vision for impactful technology.

Skills & Expertise

AI

Products

Markets

Creative

Publications & Research

Here are some of my favorite pieces I've written that I'm particularly proud of - covering everything from blockchain infrastructure to emerging market trends.

Polygon Biannual Report

Read here

Ripple Report

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DeCharge Report

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Polygon ranks top 2 in net flows while LATAM payments surges past $1B

Read here

Polygon expands European RWAs with Spanish equity token, $118M in German digital bonds

Read here

XRPL expands institutional RWA tokenization in Brazil and the Middle East, supported by Ripple

Read here

AI platforms Magic Newton, Sentient Chat expand onchain use cases for Agglayer users

Read here

Miden raises $25M following Agglayer Breakout program graduation

Read here

Ripple alongside Peersyst and Axelar launch the XRPL EVM sidechain, bringing XRP to Ethereum ecosystem

Read here

Making sense of Ripple's $1.25B Hidden Road acquisition and RLUSD expansion to Aave, Kraken

Read here

Polygon ranks top 3 for EVM transactions and surpasses $2B in stablecoin market cap

Read here

Democratizing Real Estate: How Polygon's infrastructure is powering a tokenized property platform

Read here

Polygon stablecoin payments hits new highs with emerging market use heating up

Read here

Rethinking governance: Optimism and Uniswap experiment with futarchy

Read here

World launches PBH on testnet to prioritize human transactions and decentralization

Read here

Base is now 10x faster as Flashblocks introduce subsecond processing onchain

Read here

Products & Projects

A selection of products and platforms I've built or contributed to - from enterprise blockchain analytics products to quantitative finance research projects.

Token Relations Analytics Platform

Blockchain AnalyticsReal World AssetsStablecoinsDeFiData Visualization

Onchain analytics platform helping institutions, VCs, and traders navigate billions of dollars in stablecoins, tokenized assets, and blockchain data. Features real-time tracking, portfolio analysis, and market intelligence across multiple networks.

  • Real-time blockchain data aggregation across 15+ networks such as Bitcoin, Ethereum, Avalanche
  • Institutional-grade portfolio tracking and analytics
  • Custom dashboards for VCs and trading firms
  • API endpoints for programmatic access

PCA Statistical Arbitrage for Pairs Trading

Principal Component AnalysisStatistical ArbitrageQuantitative FinancePython

Principal Component Analysis implementation for statistical arbitrage in pairs trading by identifying pairs of stocks that exhibit similar behavior in response to market conditions. Uses dimensionality reduction techniques to find correlated trading opportunities.

  • PCA-based stock correlation analysis
  • Pairs identification through statistical modeling
  • Market-neutral trading strategy development
  • Risk-adjusted return optimization

Mega Cap Tech LSTM Prediction Model

LSTMDeep LearningStock PredictionTensorFlow

Long Short-Term Memory neural network model for predicting mega-cap technology stock prices. Leverages sequential patterns in historical price data to forecast future movements for major tech companies like Apple, Microsoft, Google, and Amazon.

  • LSTM neural network architecture for time series forecasting
  • Multi-stock prediction across mega-cap tech companies
  • Feature engineering with technical indicators
  • Model evaluation with performance metrics and visualization

GenAI React Agents & LLM Research Pipelines

Generative AIReact AgentsLLM PipelinesResearch Automation

Advanced generative AI systems built with React-based intelligent agents and automated LLM pipelines for research workflows. Streamlines data analysis, report generation, and market intelligence gathering through AI-powered automation.

  • Intelligent React agents for automated research tasks
  • LLM pipeline architecture for content generation
  • Multi-modal data processing and analysis
  • Automated report generation and market insights

YD Terminal

Market IntelligenceData AggregationSocial Media AutomationCustom Terminal

Custom-built market intelligence terminal that aggregates real-time data from diverse sources including major Twitter accounts, DEXs, insider trading feeds, Federal Reserve announcements, inflation data, Walter Bloomberg, Gold Telegraph, political events, and CNBC. Features LLM-powered content automation for personalized posting across X, LinkedIn, and Substack.

  • Multi-source data aggregation from social media, financial markets, and institutions
  • Real-time monitoring of insider trading, Fed meetings, and macro indicators
  • LLM-powered content generation in personalized writing style
  • Automated cross-platform posting to X, LinkedIn, and Substack
  • Custom terminal interface for market intelligence workflow

Skills & Technologies

Technical expertise across product management, engineering, and quantitative analysis.

Programming & Development

PythonC++JavaScriptTypeScriptSQLSoliditySmart Contracts

AI & Machine Learning

Machine LearningArtificial IntelligenceGenerative AILarge Language ModelsDeep LearningNeural NetworksComputer Vision

Data Science & Analytics

Data Structures & AlgorithmsPandasNumPyStatistical AnalysisData VisualizationBig Data ProcessingETL PipelinesThe GraphAlchemyDune AnalyticsBlockchain Data Indexing

Web & Mobile Technologies

Next.jsReactReact NativeNode.jsAPIsSDKsGraphQLREST APIs

Database & Infrastructure

PostgreSQLMongoDBRedisAWSDockerKubernetesCI/CD

Blockchain & Web3

DeFi ProtocolsEthereumLayer 2 SolutionsStakingRestakingLiquid StakingReal World Asset TokenizationStablecoinsYield StrategiesPendleMorphoAaveUniswapTokenomicsOn-chain AnalyticsCross-chain BridgesMEVLending ProtocolsAMMsGovernance Tokens

Quantitative Finance

Algorithmic TradingRisk ManagementPortfolio OptimizationStatistical ArbitrageOptions PricingBacktestingMarket Microstructure

Product Management

Product StrategyRoadmap PlanningUser ResearchA/B TestingAgile/ScrumGo-to-MarketStakeholder ManagementProduct Analytics

Creative & Visual Work

Exploring the intersection of technology and creative expression through visual storytelling and multimedia content.

Jacob&Co Watch Ad

AI GeneratedCommercialLuxury

Jacob&Co watch commercial.

L'Oréal NYC Ad Concept

AI GeneratedCommercialBeauty

L'Oréal ad concept set in New York.

Singing Labrador Skydives

AI GeneratedVideoSurreal

Singing Labrador skydiving over the Great Barrier Reef.

Meet Me Where the Sun Goes Down

AI GeneratedMusicOriginal

AI-generated song about colors and sunset vibes.

Ocean Glow

AI GeneratedMusicAmbient

Atmospheric AI-generated track with oceanic vibes.