Mithil Maske mithilai

I build neural networks from scratch and write down exactly how they work.
_{Research prototypes to production pipelines. Most of it runs on hardware you probably already own.}

◆ Selected work

QuadEmbed

Text, image, audio and video in one shared 768-dim embedding space, trained end to end on a single RTX 4060 (8GB). An independent from-scratch reproduction of the GELATO architecture from Jina AI.

PyTorch · multimodal · contrastive

SEAL

Self-Adapting Language Models in a single readable file. The model writes its own fine-tuning data, tests whether it actually helped, and reinforces the habit. ReST-EM on 8GB, degrades gracefully to CPU.

LoRA · QLoRA · PEFT · ReST-EM

VisionCore-MCP

Gives Claude Desktop eyes through your webcam. Local vision via Ollama, temporal memory of the last five minutes, no cloud vision APIs. An MCP server that installs in three steps.

MCP · Ollama · local-first

GForge

Engineering governance at the one place every change passes through: the commit. A managed global Git hook that stops credentials entering history, across every repo on a team.

Python · git-hooks · secret-scanning

_{Python port. Original design and detection engine by Gaurang Joshi, Shrey Tandel and Dwij Acharya.}

Spread-Spectrum Watermarking

The invisible fingerprinting technique Netflix and music labels use to catch pirates, implemented cleanly in Python. Embed, detect, and everything that breaks it.

DSP · watermarking · NumPy