OUR WORK

Projects & Research

From blockchain development to financial research—explore FAAST innovative projects

Machine Learning Team

Mule Account Detection System

End-to-end anomaly detection pipeline to identify mule accounts across 7.4M+ banking transactions for the Reserve Bank Innovation Hub. Implements temporal feature extraction for 12 known laundering typologies including dormant activation, structuring below ₹50K thresholds, rapid pass-through velocity, and fan-in/fan-out graph patterns. Scored on AUC-ROC with temporal IoU for suspicious activity window precision.

XGBoostGraph AnalyticsTemporal Feature EngineeringAnomaly DetectionAUC-ROC

Intelli-Credit Decisioning Engine

Multi-agent AI system for automated corporate credit appraisal that ingests unstructured data from PDF annual reports, GST filings, bank statements, and MCA filings. Features a Research Agent for real-time web-scale secondary intelligence and a Recommendation Engine generating explainable Credit Appraisal Memos scored on the Five Cs framework.

LLM OrchestrationRAG PipelinePDF ExtractionExplainable AIMulti-Agent

Quant & Crypto Team

FAAST Payment System

A Web3 wallet prototype built using React, Ethers.js v6, and Polygon Amoy Testnet, designed to deliver Phantom-grade user experience for decentralized transactions with real-time on-chain balance retrieval and secure ERC-20 transfers.

Web3BlockchainReactEthers.js

FAAST QuantForge

A systematic trading platform that compares multiple strategies such as the Leverage Based Strategy, SMA Crossover Strategy, and others, with full backtesting capabilities and performance metrics evaluated against market benchmarks.

Quantitative FinanceAlgorithmic TradingBacktesting

Research & Analytics

Hybrid Modeling of Financial Volatility

A Hybrid EGARCH-TCN-Attention Model for daily portfolio risk assessment, combining volatility modeling, temporal feature extraction, and attention-based correlation analysis to estimate extreme negative returns.

Machine LearningRisk AssessmentQuantitative Analysis

Financial Time-Series Analysis

Comparative study of tabular and temporal models across different market regimes, enhanced with Genetic Algorithms and Artificial Rabbits Optimization for dynamic ensemble weighting.

Time SeriesEnsemble LearningMarket Regimes

Trading & Competition

24 Hour Blitz Competition

A real-time trading challenge where participants traded XAU/USD (Gold) using technical indicators like MACD and RSI, focusing on risk management and trading psychology.

TradingTechnical AnalysisRisk Management

Case Studies

GameStop & Market Efficiency

Analysis of the GameStop phenomenon challenging the Efficient Market Hypothesis, exploring the role of social media and investor sentiment in modern financial markets.

Behavioral FinanceMarket EfficiencySocial Trading

DeFi Accountability

Critical examination of accountability in decentralized finance systems, exploring the challenges of governance, responsibility, and trust in a trustless environment.

DeFiGovernanceBlockchain
Get Involved