fork-join
bitwise-genomes
Bitwise Genome Datasets
DNA sequences encoded as 2-bit binary with topological annotations.
4x smaller than FASTA. Searchable at 32 bases per CPU cycle.
Format
A = 00, C = 01, G = 10, T = 11
4 bases per byte. The DNA IS the binary.
Each .bw file contains:
Magic header 0x4257 ("BW")
Sequence length (4 bytes, big-endian)
Header string (variable length)
Packed 2-bit bases
Tools
bw -- DNA ripgrep
Install the Bitwise CLI to search these datasets:
cargo… See the full description on the dataset page: https://huggingface.co/datasets/forkjoin-ai/bitwise-genomes.buleyean-rejection-data
Buleyean RL -- Rejection Training Data + Library
Training data and library for Buleyean Reinforcement Learning: training language models from rejection alone.
What's here
File
Description
rejections.jsonl
Rejection-only training data (115 MB). Converted from UltraFeedback -- chosen examples discarded.
library/
Full buleyean_rl Python library (trainer, loss, personality, void curriculum)
train_70b_colab.ipynb
Colab notebook for training large models… See the full description on the dataset page: https://huggingface.co/datasets/forkjoin-ai/buleyean-rejection-data.buleyean-rl-data