StateJar is a deterministic memory layer for multi-session conversational AI. Instead of replaying full chat history, it gives the model structured state handles.
| Architecture | 10-module deterministic state pipeline |
| Efficiency | 48.9% fewer context tokens per turn (benchmarked) |
| Reliability | 704 passing tests, append-only versioning, replayable audit logs |
| Stack | FastAPI, MySQL, React, Railway, Vercel |
| Patent | Indian application 202621017626, published April 2026 |
| Year | Honour | Role |
|---|---|---|
| 2026 | 🏆 First Prize, Hack4Humanity (AI for Good), BRAIN Foundation, IEEE Pune Section, IEEE SIGHT | Team lead |
| 2026 | 🏆 Winner, Smart India Hackathon, internal round | Team lead |
| 2025 | 🏆 Winner, National Level Ideathon, Keystone School of Engineering | Team lead |
| 2025 | 🏆 Winner, Smart India Hackathon, internal round | Team member |
- 📘 Intelligent Analytics for Environmental Sustainability and Energy Optimization, CRC Press (Taylor & Francis), 2026
- 📄 The Impact of AI in the Indian Economy, Progress in Economics Research, Nova Publications, 2025
- 📗 Aquabot: Smart River Clean-up with AI and Solar Tech, Notion Press, 2025
- 📜 Patent: StateJar deterministic memory layer, Indian application 202621017626, 2026
| Project | What it does | Stack |
|---|---|---|
| 🫙 StateJar | Deterministic memory layer for multi-session AI, 48.9% fewer context tokens, patent published | FastAPI, MySQL, React |
| 🌾 DhartiQ | Multilingual voice and text RAG advisor for marginal farmers | Python, LLM, RAG |
| ⚖️ The Jury | Proposer, Critic and Judge agents debate to cut hallucinations, with live cost auditing | FastAPI, LangGraph, MySQL |
| 🧠 Brain Tumor MRI Classifier | ResNet-18 fine-tuned on four-class MRI with class-imbalance handling | PyTorch, Gradio |
| ⚙️ Predictive Maintenance | Real-time failure-probability dashboard on IoT sensor data | R, Shiny, ESP32 |
| ✉️ Email Deliverability API | SPF, DKIM and DMARC analysis with a weighted risk model | PHP, DNS |
| 📚 Textbook of Tomorrow | Browser extension that turns LMS content into explanations and quizzes | JavaScript, LLM |
| 🤖 Robotics and IoT | Obstacle-avoiding ESP32 vehicle, smart blind stick, fire and smoke detection | ESP32, Pi Pico |

