Search Results for "immutable"

...Agents can review literature, propose hypotheses, modify code, launch experiments, inspect results, and generate research artifacts. Experiments are tracked through a Git-native tree that preserves lineage and immutable snapshots. Logs, diffs, files, results, and other evidence remain attached to the work that produced them. Compute can run locally, over SSH, or on platforms such as Slurm, Kubernetes, Ray, Modal, and Hugging Face Jobs. Projects and experiment data remain local by default through a local dashboard and SQLite store.

...It provides stable distribution for research resources that might otherwise disappear or change at their original locations. Large datasets and model files are stored as immutable GitHub release attachments. Users normally access the catalog through Python or the Gensim command-line downloader rather than cloning the repository itself. Downloads are cached in a local gensim-data directory for later reuse. The collection includes corpora such as text8 and 20 Newsgroups alongside pretrained word-vector resources such as GloVe. ...

...The plan is a massively multiplayer space where we design, evolve, and play with game objects and do AI research together which controls those game objects along with directly playing the games. The main data format is, from xorlisp which is also in progress, immutable binary forest nodes, so if millions of people build that together nobody can damage or change anyone else's data since its all constant. You dont change variables. You create new data that points at existing constant data, as deep as you need it. I have mindmap lists, definitions, and 2 editable properties working that way with 2 kinds of event listeners that work locally. ...

Realtime bigdata tool at the bit level based on immutable AVL forest which can be run in memory or, in future versions, as a merkle forest like a blockchain. Main object is a sparse bit string (Bits) that efficiently scales up to 2^63 bits normally compressed as forest has duplicated substrings. Bits objects support reading bit, byte, short, int, or long (Java primitives) at any bit index in 64 bit range.