A published research project, open source tooling, and personal and academic builds.
Published research, ICCCT 2025
Specialised LLM agents find and fix C and C++ vulnerabilities, grounded by retrieval over MITRE's Top 25 CWEs. 60.71% more correct detection and repair than a single-LLM baseline.
Open source, MIT licensed
A local web floor where a master Orchestrator plans work and delegates it to Codex or Claude Code agents. Each agent runs its real CLI in a live terminal, alongside a shared kanban and plan board, inter-agent messaging and a live roadmap drafted by a PM agent as a Mermaid flowchart.
Everything is a mod: views, guards and workflows are hot-reloading folders with a manifest and server and client halves, and a Mod Builder agent can write one from a single sentence. Guards can deny dangerous tool calls, and the server binds to 127.0.0.1 behind a per-run token.
Test automation, QE tooling
Cursor alone has no project-specific context, cannot control what it asks the user, and is unreliable on large repositories. GenieTest closes those gaps with a custom MCP server, Cursor rules for prompt engineering, a Cursor extension and a purpose-built RAG dataset, so QE engineers get test automation scripts faster.
The data pipeline chunks the team's test repositories into a test functions database (description, steps, dependencies) and a helper functions database (usage patterns). OpenAI's Batch API did the initial extraction, the output was quality-checked by hand, and embeddings come from a hosted Snowflake Arctic model.
The MCP server exposes the tools: a steps generator breaks the request into structured steps, the user reviews them, a vector search finds the closest existing test, and a code generator then reuses that test, or writes a new test in the same or a new class, pulling helper functions per step. A review and edit tool does the same for changes to an existing test.
Personal project
Captures packets with the network interface in promiscuous mode and streams them to a web interface over WebSocket for real-time inspection.
For each packet it reports the protocol (by OSI layer and port), source and destination IP addresses, and source and destination MAC addresses where applicable. Useful for protocol debugging, security monitoring and teaching how traffic moves.
National hackathon, top 10 of 75 teams
Road accidents from speed breakers and potholes cause around nine deaths a day. Smartphone accelerometer and location data feed a TensorFlow RNN that classifies speed breakers, potholes and normal road. Because no public dataset existed, we built a custom one.
A hazard is only confirmed when several devices agree at the same coordinates, which keeps false positives down. Confirmed locations build a live hazard map, and drivers approaching one get an advance alert.
Computer architecture course
Students pay on campus with a fingerprint and settle later on a tab, a model modelled on the one used at BITS Pilani Hyderabad. A Raspberry Pi with a fingerprint sensor authenticates the user, a Flask REST API processes transactions and MongoDB stores users and transaction history.
Personal project, built before AI coding tools
NOT vibecodedPractise trading with virtual currency and no financial risk. Free API keys rarely offer real-time data, so the simulator replays historical market data, with portfolio management and performance tracking.
It was the project where I learned how a whole application fits together: serving data, handling user actions, keeping state and showing it back in a usable interface.