AI/ML Engineer. Architect. Tinkerer of brainsโbiological and artificial.
I specialize in building agentic AI systems that actually think, not just autocomplete. From CFG-driven LLMs to cloud-native MLOps pipelines, I design AI thatโs composable, scalable, and a little dangerous (in a good way).
- Building multi-agent orchestration engines at FastpeerAI
- Designing LLM pipelines that obey rules, not vibes
- Co-developing Large Brain Models with Max Hospitals & IHBAS
- Making EEGs do things they were probably never meant to do
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โ๏ธ HLGuidance โ Grammar-constrained LLM generation
โ Built withGuidanceAI. Structured generation by leveragingGuidance'sAPI to the fullest, a no-nonsense AI orchestration framework which gives just enough tooling to build an AI centric software without using 100s of over-engineered abstractions, coughs .. langchain .. coughs. -
... When I find the time to properly arrange and publish here.
- Refactored LLM inference with CFGs and regex, doubling context recall and slashing latency by 90%
- Achieved 82% EEG classification accuracy for epilepsy detection in clinical settings
- Created a neural cellular automata library 10x faster in JAXโbecause why not
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๐ IIT Mandi | Double Major: CS & Bioengineering
Neuroscience, deep learning, and other fun stuff. -
๐ EEG-Depth-Image (ICPR Workshop '24)
Depth map reconstruction from EEGโdonโt ask how, just know it works (cosine sim: 0.81) -
๐ Epilepsy Detection, Deconstructed (Under Review - IEEE Epilepsia)
Tore apart the Bonn EEG dataset. Built something better.
- Languages: Python (can read my mind), Rust (just enough), C/C++ (if I must)
- AI/ML: PyTorch, LangChain, TensorFlow, Guidance, vLLM
- Infra: Kubernetes, Terraform, Argo, GCP, DigitalOcean
- Extras: FastAPI (pro), MNE, YOLOv8, JAX, Pyspark
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๐ฅ Amazon ML Challenge โ AIR 18
Cracked product categorization with a vision-language pipeline and a 0.71 harmonic F1 -
๐ง INSERB Youth Conclave โ 2nd Runner-up
Invented a cognitive meta-language for aliens. The judges survived.
- ๐ซ adityaprakash.work@gmail.com
- ๐ผ LinkedIn
- ๐ป GitHub
Built with AIโข โ just like your fridge manual and LinkedIn JDs, but sassier and twice as confused.*