Pre Final-year AI & Data Science student at SGBIT, Belagavi — building systems that make LLMs actually useful: grounded, retrieval-aware, and production-ready.
I don't just use frameworks — I build under them to understand every layer. Currently focused on RAG systems, Computer Vision pipelines, and getting them to production with FastAPI.
Looking for: Remote roles as AI Engineer · ML Engineer · AI Research Intern
My main focus. I want to know exactly what's happening at every step — so I skipped the abstractions.
User Query
↓
Sentence Embeddings ← SentenceTransformers
↓
FAISS Vector Search → Top-K Relevant Chunks
↓
Context Construction
↓
Local LLM (Ollama) ←→ OpenAI [pluggable backend]
↓
Grounded Answer — hallucination significantly reduced
Currently working on:
- Chunking strategies — sliding window and semantic-aware splitting
- Retrieval quality benchmarking across chunk sizes
- FastAPI deployment layer
Why from scratch? I wanted to understand what LangChain actually does. Now I do.
🏙️ SlumSafe AI
AI-driven urban safety assessment that identifies risk zones in informal settlements using computer vision + geospatial data. Built end-to-end in 24 hours at Presidency University's International Tech Fest. 
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AI-powered smart harbor coordination platform — vessel scheduling, anomaly detection, port operations optimization. Built with Team Neural Capitals at BIT Mangalore.
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Ask natural language questions about disaster imagery and get answers grounded in what the model sees — not what it was trained to assume. Built on BLIP with a modular model-swap architecture. 
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Control system volume with hand gestures — no keyboard, no mouse. Real-time hand landmark tracking via MediaPipe mapped to system audio using PyCAW. Works out of the box on CPU.
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| Area | Tools |
|---|---|
| AI / ML | PyTorch · TensorFlow · scikit-learn · SentenceTransformers · HuggingFace Transformers |
| Retrieval & Search | FAISS · Semantic Chunking · Embedding Pipelines · Ollama |
| Computer Vision | OpenCV · MediaPipe · BLIP |
| Backend | FastAPI · REST APIs |
| Data | Pandas · NumPy · Matplotlib |
| Languages | Python · SQL |
| Event | Result | |
|---|---|---|
| 🥉 | INNOVATEx 4.0 — International Tech Fest, Presidency University Bangalore | 4th Place / 100+ teams |
| 🏅 | BIT Techverse'26 — 24hr Hackathon, BIT Mangalore | Top 8 / 140+ teams |
I'm actively looking for remote roles — AI Engineer, ML Engineer, Research Intern. If you're building something where understanding the system matters, let's connect.
I debug for fun. That's either a green flag or a red flag depending on your team culture.