aditya = {
"name" : "Aditya Ambade",
"role" : "AI/ML Engineer | Final Year CS Undergrad",
"university" : "ITM SLS Baroda University, Vadodara 🇮🇳",
"current" : "Intern @ NeuralVedaX — RAG · Hybrid Search · LLM Orchestration",
"building" : "KinetiAI — Multimodal AI Physical Therapy Assistant",
"next_move" : "Funded Masters → Japan 🇯🇵 | New Zealand 🇳🇿 | Canada 🇨🇦 | Germany 🇩🇪",
"interests" : ["AI Agents", "RAG Systems", "Robotics", "Fintech", "Anime"],
"status" : "🟢 OPEN — Internships & Research Collaborations",
}🦾 KinetiAI — Multimodal AI Physical Therapy Assistant FEATURED
"What if your physiotherapist never left the room?"
An end-to-end AI rehabilitation system for ACL recovery — combining real-time biomechanical sensing with conversational AI.
┌─────────────────────────────────────────────────────┐
│ Unity Android Client │
│ └── AR Skeleton Overlay + Pose Estimation │
│ │
│ FastAPI Backend (Azure) │
│ ├── Groq Whisper → STT │
│ ├── LLaMA 3.1 → LLM Dialogue │
│ ├── FAISS RAG → Clinical Knowledge Base │
│ └── Sarvam AI → TTS │
└─────────────────────────────────────────────────────┘
What makes it novel:
- 🦴 3D rep-counting via angle-based biomechanical state machine
- 🎙️ Voice LLM dialogue mid-exercise, no screen needed
- 📚 RAG-grounded responses — no hallucinated therapy advice
- 📄 2× IEEE papers submitted at AI Fusion Conference
🔍 Hybrid Search Pipeline @ NeuralVedaX INTERNSHIP
Production-grade enterprise search using multi-strategy retrieval.
BM25 (lexical) ──┐
├──► RRF Fusion ──► Cross-Encoder Reranker ──► LLM
FAISS (semantic) ─┘
Multi-Provider LLM Abstraction: Anthropic · OpenAI · Gemini
Deployed: FastAPI + Docker on Azure VM
- Diagnosed & fixed semantic over-generalization with MiniLM embeddings
- Upgraded to
BAAI/bge-m3+ cross-encoder reranking - Built unified multi-provider LLM abstraction layer
{
"AI_ML" : ["RAG Pipelines", "FAISS", "ChromaDB", "Hybrid Search",
"LLM Orchestration", "HuggingFace", "LangChain", "Whisper"],
"Languages" : ["Python 🐍", "C++", "Java", "SQL"],
"Frameworks": ["FastAPI", "Streamlit", "Unity (C#)", "Flutter"],
"Infra" : ["Docker", "Azure VM", "Git & GitHub"],
"Currently" : ["fast.ai", "Karpathy Zero-to-Hero", "System Design"]
}TRACEROUTE: Aditya Ambade → Funded Masters Abroad
Hop 1 Publications .............. ✓ 2x submitted
Hop 2 Internship ............. ✓ NeuralVedaX
Hop 3 Novel AI Project ................ ✓ KinetiAI
Hop 4 CGPA ............................ ✓ 8.1 / 10.0
Hop 5 Target Countries ................ JP | NZ | CA | DE
STATUS: All hops responding. Awaiting admission ping.
ETA : 2026
$ cron "every night" → watch --anime # AoT · Vinland Saga · Monster · HxH
$ ./morning_jog.sh --prep "10-day Himachal trek"
$ grep -r "alpha" ./crypto_analysis/ # old Techmero days, never fully stops
$ cat alex_xu_system_design.pdf # always open on the desk
$ python dsa_grind.py --sheet strivers_79 # daily, no excuses
> Open to : Research internships · AI/ML roles · Collabs
> End game : Funded Masters in AI / Robotics
> Motto : Build things that matter. Ship fast. Learn faster.
[EOF] — You made it to the bottom. Respect.
Most don't. You might be worth talking to.