• mas-inquiry - Multi-agent system to dissect a human inquiry (see here)

• streamlit-rag-biblio - streamlit chats with langgraph (Mistral, AcademicCloud). literature files are indexed as RAG. pyinstaller for MacOS and Win Desktop apps.

All first shots, no further dev planned. Basically the 2026 version of ui mock-up generation.

• Prompt Mastermind - the app generates an ai image, and the user must guess the prompt that created the image.
• The Glitch Hunter - copy paste your code snippet, and the LLM will check and comment your code in Gen Z slang.

• keras-spconn (not published as pypi) - uses tf.GradientTape to implement Dynamic Sparsity as outer training loop [sprg]
• 10.31219/osf.io/bgkpv - HCNN implementation with Dynamic Sparsity (a HCNN is an extremly wide an extremly sparse RNN without input matrix; only few RNN states are observable)
• Note: In general state- or neuron-level sparsity does't parallize well with GPU; it might more appropriate for CPU based architectures

The DFG project "Evidence" (433249742) ran from 2020 till Jul. 2023 at BBAW. The following software packages are maintained by @ulf1 without compensations since Aug. 2023.

Feature Preprocessing:

• torch-hrp: Hashed Random Projection layer for PyTorch (0.2.0). Zenodo. https://doi.org/10.5281/zenodo.8131955
• bool-to-int8-ray: Boolean Vectors to 8-bit Integer Vector Serialization with Ray.io (0.2.0). Zenodo. https://doi.org/10.5281/zenodo.8131973
• node-distance: Tree node distances as features. (0.2.0). Zenodo. https://doi.org/10.5281/zenodo.8132055
• treesimi: Shingling for measuring tree similarity (0.3.0). Zenodo. https://doi.org/10.5281/zenodo.8132026
• ipasymbols: Properties of IPA symbols for data analysis. (0.1.0-a). Zenodo. https://doi.org/10.5281/zenodo.8132009
• kshingle: Shingling text data (0.10.0). Zenodo. https://doi.org/10.5281/zenodo.7096407
• quaxa: QUAlity of sentence eXAmples scoring (0.1.0). Zenodo. https://doi.org/10.5281/zenodo.8183110

Best-Worst Scaling

• bwsample: Processing Best-Worst Scaling data. Journal of Open Source Software, 6(64), 3324, https://doi.org/10.21105/joss.03324 ; see NPM package “bwsample”, Version 0.1.5, https://www.npmjs.com/package/bwsample

Javascript

• histpdf, Version 0.1.0, https://www.npmjs.com/package/histpdf
• vue-fit2box: Fit Text into an Element by Font-Resizing (1.0.0). Zenodo. https://doi.org/10.5281/zenodo.4604361