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Pringled - Overview

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Hi there 👋

I'm Thomas van Dongen. I'm head of AI engineering at Springer Nature and co-founder of Minish, an open-source NLP lab working on efficient models and packages.

Open Source Projects

Project	Description
semble	A code-search MCP/CLI tool for AI agents that drastically reduces token consumption
model2vec	Distill sentence transformers into static embeddings that are orders of magnitude faster
semhash	Multimodal semantic deduplication, outlier detection, and representative filtering
pyversity	Diversify search & retrieval results to reduce redundancy and improve coverage
vicinity	Fast, lightweight nearest neighbor search with pluggable backends
model2vec-rs	A Rust port of Model2Vec
tokenlearn	Pre-train static embedding models
agentcheck	A Go CLI that audits what an AI agent can access before you run it

Pinned Loading

Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

Python 5.2k 225
Fast State-of-the-Art Static Embeddings

Python 2.1k 122
Fast Multimodal Semantic Deduplication & Filtering

Python 936 57
Fast Diversification for Search & Retrieval

Python 493 27