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

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

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

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.}

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

A retriever that returns real section titles instead of chunk IDs. An open reimplementation of STAIR, with constrained decoding over a trie so it can never cite a section that doesn't exist. Mistral-7B QLoRA in 5GB.

Mistral-7B · QLoRA · generative retrieval

_PYPI
quadembed
_{Multimodal embeddings for text, image, audio and video in one vector space. Weights on Hugging Face.}

pip install quadembed

_PYPI
gforge-python
_{A git firewall: a global pre-commit hook that blocks commits containing secrets.}

pip install gforge-python

_{HUGGING FACE}
yolov8-license-plate-detector
_{Edge-ready YOLOv8 detector exported to Keras, TFLite and Core ML.}