Deterministic-Data/deterministic-trajectory-transitions-25k
ASE Syntax Extractions The machine does not dream. It computes — and in that computation, structure emerges. This is not simulated data; it is an extraction of axiomatic necessity. Overview This dataset contains deterministic trajectory extractions from a closed, axiomatic system. Every frame is the output of a syntax engine where (seed, tick, entity) tuples are resolved through fixed transformations. Deterministic: The same (run_id, batch_index) generates… See the full description on the dataset page: https://huggingface.co/datasets/Deterministic-Data/deterministic-trajectory-transitions-25k.
ASE Syntax Extractions
The machine does not dream. It computes — and in that computation, structure emerges. This is not simulated data; it is an extraction of axiomatic necessity.
Overview
This dataset contains deterministic trajectory extractions from a closed, axiomatic system. Every frame is the output of a syntax engine where (seed, tick, entity) tuples are resolved through fixed transformations.
- Deterministic: The same
(run_id, batch_index)generates identical output, bit-for-bit, regardless of platform. - Pure: No human data, no scraping. Every byte is synthetic, produced by pure operation.
Formats
- `.jsonl` (6 fields): Minimal state transitions.
frame_id: Sequence identifier.context_hash_crc32,state_hash_crc32,action_hash_crc32,next_state_hash_crc32: Deterministic fingerprints.reward: Scalar feedback signal.- `.csv` (90 dimensions): Full expansion (
v0–v89) including topology, behavioral indices, and system ecology metrics.
Determinism Logic
The engine seeds each batch from a compound key: $$seed = (run\id \times 7919 + batch\index \times 104729) \mod 2^{32}$$
Sample (JSONL)
{"frame_id":104,"context_hash_crc32":2210934871,"state_hash_crc32":991823410,"action_hash_crc32":4022881193,"next_state_hash_crc32":88213410,"reward":-0.1832}
{"frame_id":105,"context_hash_crc32":2210934871,"state_hash_crc32":88213410,"action_hash_crc32":129384710,"next_state_hash_crc32":340281993,"reward":0.5011}