From algorithms to intelligent systems.

Problem

Financial reconciliation usually means comparing records from systems whose columns, formats, and naming conventions don't line up. Done by hand, it's repetitive, error-prone, and doesn't scale past a handful of accounts.

Approach

ReconAI ingests heterogeneous transaction files, interprets their schemas, maps related fields to a common structure, and runs reconciliation while keeping every match and exception explainable rather than a black box.

Problem

Students often have no structured way to submit, track, or follow up on grievances, so issues get lost across chats, emails, and hallway conversations.

Approach

A full-stack web application that turns grievance submission and management into a structured, trackable digital workflow from intake to resolution.

Problem

The core ReconAI engine needed to prove itself against a wider, messier set of real-world sources under competition constraints and a tight build window.

Approach

A focused rebuild of the reconciliation pipeline handling Bank, Tally, ERP, UPI, and Payment Gateway sources, with deterministic, explainable matching and exception identification across all of them.

Problem

Team project context and requirements are documented in the repository rather than summarized publicly.

Approach

Built collaboratively with a separated backend and frontend architecture. See the repository for full implementation detail.

Problem

Preparing attendance or leave documentation by hand means repetitive data entry and formatting for something that should take seconds.

Approach

A lightweight Python utility that converts structured attendance and leave information directly into a formatted digital document.

Problem

Revision slows down when study material isn't organized into a quick, repeatable recall workflow.

Approach

A browser-based flashcard revision tool designed around rapid review cycles and spaced repetition of material.

Problem

Moving files locally often ends up routed through a cloud service or third-party platform for what should be a direct transfer.

Approach

A minimal file-transfer utility focused on moving files directly, without an external service in the loop.

Problem

An open experiment in extending simple file movement into a broader personal-systems context.

Approach

A utility/system experiment building on the same direct-transfer approach. Full scope documented in the repository.