# Aug 31, 2024

- **Software 2.0** represents a **fundamental shift** in software development, moving from traditional programming to systems defined by **neural network weights** and **data-driven** outcomes.

- The study introduces a **methodology to determine the maximum dependency length** in RNNs, focusing on how architectural modifications impact this metric across **traditional RNN, GRU, and LSTM models**.

- **Re-LAION-5B**, an enhanced version of LAION-5B, addresses safety concerns by **removing all known links to suspected CSAM**, in collaboration with the Internet Watch Foundation ( [IWF](https://www.iwf.org.uk/)) and the Canadian Center for Child Protection ( [C3P](https://www.protectchildren.ca/)), utilizing their provided lists of link and image hashes as of July 2024.

- The author has **experimented with PCA, t-SNE, and UMAP** for dimensionality reduction on **87 image embeddings** from paintings, finding **UMAP** to be the most effective.