Tuesday, 15 September 2026 · Vol. I, No. 1
Applied AI · Computer Vision · Neural Decoding
Fourth-year, VIT-AP University
I like working on problems I don't know how to solve yet. I learn what I need, experiment until something clicks, and connect ideas from different fields to build systems that actually work.
My work spans computer vision, generative AI, optimization and brain signals, with a focus on systems that can perceive, reason and act rather than simply generate an output.
AI systems that can perceive, reason and interact with the world around them.
Right now
Medical RAG Testing whether retrieval makes Llama 3.1 more reliable on medical questions, not just more accurate. EEG → Speech Decoding silently imagined phrases from EEG, with a team of four.New paper Flat in the wrong coordinates: why Adam-vs-SGD sharpness comparisons mislead
Full report · Page 2Deep Learning · Research paper · 2026
Adam looks flatter than SGD, but partly because of how its weights end up scaled, not what it learned. I show why, prove SGD can't do the same, and test it across about 680 networks, up to ResNet-18 on full CIFAR-10.
Computer Vision · 2026
Tracks people across cameras with a tracker I built from scratch, measures density against Fruin crowding thresholds, and warns before a space turns dangerous.
Language Models · Evaluation study · 2026
Llama 3.1 8B answers 1,000 PubMedQA questions four ways, from no context to the right paper handed over, with the benchmark’s answer leaks closed off. The question is whether retrieval cuts confident errors, not just raises accuracy.
Neural Decoding · In progress · 2026
Telling five silently imagined phrases apart from scalp EEG, on public data, with an evaluation built so leakage can’t inflate the result. A four-person capstone.
IoT · Machine Learning · 2024–25
A weather station for under ₹4,500. A k-nearest-neighbours model classifies the weather, and threshold rules on top warn of flood, drought and cyclone risk.
Software
Every tool posted here is named in a project on page 2. Drag the board, or scroll it sideways.
Public Notice · No. 1
Programming language
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Deep-learning framework
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Real-time object detector
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Computer-vision library
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Crowd density-map network
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Open-weight language model
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Retrieval-augmented generation
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Biomedical QA benchmark
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Machine-learning library
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Single-board computer
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Electroencephalography
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Scientific computing library
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Letters to the author