Feature-Space Geometry
LiveWhere a ResNet's per-layer feature geometry collapses under OOD shifts and adversarial attacks — interactive, on real evaluation data.
Portfolio / research projects
Research projects and tools, each linked to a demo or its source.
Where a ResNet's per-layer feature geometry collapses under OOD shifts and adversarial attacks — interactive, on real evaluation data.
A hyperchaotic random number generator that harvests entropy from ambient sound — chaotic-map lattice, SHA-256, NIST-style tests, all client-side.
Upload an image and watch a training-free, gradient-free detector tell an out-of-distribution input apart from an adversarial one, live in your browser.
Drag the detection threshold over 3,596 real ResNet-18/CIFAR-10 runs and watch a single bit flip get caught, live.
Claude Code and ChatGPT review each other's work in a file-based agent loop — or plan, build, test, and open a PR on their own.
Drop in a PDF, get an AI-generated slide deck — fully serverless on Lambda, Step Functions, S3, and DynamoDB.
A PDF Q&A chatbot pitting direct prompting against RAG across model sizes, to see the accuracy/latency tradeoff.
Fine-tuning ViT, Swin, MobileViT, and EfficientNetV2-L on CIFAR-100 in a reproducible, uv-managed environment.
A PDF-to-JSON pipeline using vision-language models via SGLang, rendered into a lightweight client-side deck.
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