Exploring data analytics,
quantitative finance,
and practical software systems.
AI Systems Developer | Full Stack Engineer | Quantitative Workflow Builder. Designing decision systems, data pipelines, and automation infrastructure that turn complex problems into operational solutions.
AI Systems
Data Pipelines
Automation
Version Control
// Focus areas: AI Workflow Automation | Document Intelligence | Quantitative Systems
// Stack: Python | TypeScript | React | Next.js | Node.js | LangChain | SQL
System Architecture
The engineering mindset behind the systems.
I'm a developer and data analytics enthusiast pursuing a BS-MS dual degree at IISER Kolkata, with deep interests in mathematics, quantitative finance, and AI-driven systems.
I work on analytics projects, backend systems, and automation tools with a growing interest in quantitative finance and data-driven decision making.
I approach every problem as a systems problem — identifying inputs, outputs, constraints, and optimal workflows. Whether it's building a RAG document intelligence engine or a quantitative backtesting framework, the goal is always the same: create reliable, scalable infrastructure that works.
Indian Institute of Science Education and Research (IISER) Kolkata
BS-MS Dual Degree Program
Data Analytics Virtual Experience Program
Deloitte
Pandas Certification
Kaggle
Data Visualization
Kaggle
Advanced SQL Certification
Kaggle
Basic SQL Certification
HackerRank
System Registry
Production systems, workflows, and case studies. Each project represents a system built to solve a real operational challenge.
Intelligence Layer
AI systems, RAG architectures, and intelligent automation workflows.
Document Intelligence
[production]RAG-based systems for intelligent document processing. Multi-format ingestion, semantic chunking, and contextual retrieval with LLM-powered synthesis.
AI Assistants & Agents
[active]Multi-agent systems with tool use, memory, and planning capabilities. Autonomous task execution with structured output generation.
Workflow Automation
[production]End-to-end AI-powered automation pipelines. From data ingestion to decision output, fully automated with human-in-the-loop safeguards.
Knowledge Systems
[experimental]Structured knowledge base architectures with semantic search, graph relationships, and automated knowledge extraction from unstructured sources.
Data Systems
Analytics infrastructure, dashboards, and data-driven decision systems.
10+
Dashboards Built
Business Intelligence Dashboards
Custom analytical dashboards for data-driven decision making. Transform raw datasets into structured visual insights with interactive filtering.
95%
Prediction Accuracy
Forecasting & Trend Analysis
Statistical forecasting models for time-series data. Identify patterns, seasonality, and anomalies in complex datasets.
50k+
Data Points Processed
Data Visualization Pipelines
End-to-end visualization workflows from data ingestion to interactive charts. Automated report generation with narrative insights.
<100ms
Processing Latency
Real-time Analytics
Streaming analytics systems for monitoring operational metrics. Real-time alerting and anomaly detection for critical business KPIs.
99.9%
Data Quality
ETL & Data Engineering
Data cleaning, transformation, and loading pipelines. Structured data processing from multiple sources with validation and quality checks.
5+
Financial Models
Financial Analytics
Quantitative analysis tools for financial data. Portfolio analytics, risk metrics, and performance attribution systems.
Technical Stack
Core competencies organized by domain.
AI & Automation
Full Stack Engineering
Analytics & Data
Infrastructure & Tools
Research Log
Active research interests and exploration areas.
Mathematics & Computation
Exploring mathematical foundations of algorithms, optimization, and computational complexity. Interest in applying abstract mathematical structures to practical systems.
AI Systems Architecture
Designing multi-agent systems, retrieval-augmented workflows, and autonomous decision systems. Focus on production-grade AI infrastructure.
Research Automation
Building systems that automate literature review, data collection, and synthesis workflows in academic and industrial research contexts.
Decision Intelligence
Constructing decision-support systems that combine data analytics, statistical modeling, and AI to improve operational decision-making.
Workflow Intelligence
Designing intelligent automation pipelines that learn, adapt, and optimize complex multi-step operational workflows.
Establish Connection
Available for collaboration on AI systems, full-stack projects, and quantitative workflows.
GitHub
github.com/HellosamvedLocation
Kolkata, India
Let's build something intelligent.
I'm interested in data analytics, quantitative finance, backend systems, and practical software projects involving automation and research workflows. If you're working on something interesting, feel free to reach out.
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