Datasets:

Deterministic-Data
/

deterministic-trajectory-transitions-25k

frame_id int64 0 250k	context_hash_crc32 int64 5.25k 4.29B	state_hash_crc32 int64 1.53k 4.29B	action_hash_crc32 int64 2.46k 4.29B	next_state_hash_crc32 int64 1.53k 4.29B	reward float64 -0.28 0.69
0	1,350,578,280	2,260,542,470	2,557,592,737	2,866,979,456	0.045616
1	945,470,607	4,043,495,092	3,898,614,554	4,285,870,005	-0.063552
2	2,337,584,453	3,869,308,350	4,002,705,932	2,209,132,780	0.320013
3	3,887,150,236	3,084,171,425	2,055,184,602	2,278,539,646	0.208097
4	3,351,657,899	1,829,173,903	2,588,749,297	2,594,872,633	0.163081
5	2,871,245,938	815,741,655	1,266,893,023	596,705,722	0.119345
6	977,615,376	1,864,169,048	2,102,434,846	2,376,453,347	0.128024
7	3,287,888,021	2,024,074,309	2,828,616,779	1,998,805,046	0.003261
8	2,303,407,066	3,163,091,301	2,163,147,496	2,485,941,795	-0.139384
9	3,817,748,898	3,496,112,802	2,727,645,745	733,488,777	-0.109833
10	3,456,429,815	1,002,179,334	3,384,118,462	999,044,992	-0.012448
11	900,162,285	353,751,828	1,174,982,095	2,784,920,727	-0.044216
12	3,897,781,345	2,209,132,780	2,329,901,876	2,631,774,566	0.235131
13	864,545,100	2,866,979,456	3,465,911,091	2,397,962,306	0.253037
14	3,357,828,438	596,705,722	502,351,462	3,019,994,899	0.153376
15	2,066,377,884	1,226,669,279	1,186,290,444	2,288,850,102	0.016616
16	3,392,922,569	70,708,919	2,769,882,324	1,652,176,746	0.156015
17	2,799,591,952	723,047,852	3,639,090,798	510,955,690	0.51152
18	399,502,661	972,672,860	972,099,373	2,229,715,718	0.096619
19	365,980,634	276,838,343	1,675,725,908	4,067,544,053	0.013884
20	1,013,114,698	999,044,992	1,457,167,034	1,009,902,827	-0.037398
21	2,406,280,832	1,751,009,650	1,572,787,413	3,756,169,452	-0.050631
22	3,351,341,904	2,784,920,727	1,695,733,065	3,387,875,064	0.156925
23	1,993,401,349	2,278,539,646	1,743,350,351	1,822,888,087	-0.008409
24	3,887,489,639	4,067,544,053	4,080,004,618	3,559,419,088	-0.090739
25	439,707,100	2,631,774,566	1,255,140,908	934,554,777	0.163298
26	1,421,372,333	510,955,690	4,108,828,448	1,699,903,027	0.423289
27	977,431,787	3,019,994,899	1,397,032,882	2,958,612,058	0.15054
28	1,385,750,540	1,998,805,046	1,691,037,289	3,661,042,675	0.371659
29	2,337,530,814	4,152,715	572,627,143	3,605,472,098	0.337939
30	2,226,240,323	3,559,419,088	3,503,588,048	3,912,530,601	-0.034911
31	2,131,900,249	421,233,858	737,494,280	1,719,584,603	0.157469
32	1,532,638,032	1,652,176,746	512,334,558	2,573,992,155	0.158068
33	399,031,230	1,360,104,894	3,523,648,012	4,167,333,377	0.051941
34	3,930,831,877	2,288,850,102	181,769,586	3,244,212,271	0.104655
35	366,427,425	1,822,888,087	2,170,796,144	2,723,999,473	0.083862
36	2,799,252,715	865,363,114	934,896,043	3,798,416,846	0.173584
37	3,392,976,178	4,285,870,005	1,914,275,145	4,178,425,551	0.452915
38	2,033,368,312	934,554,777	537,696,661	4,031,330,964	0.113968
39	2,190,553,314	1,642,759,432	1,231,467,812	57,234,302	0.385725
40	2,967,426,637	2,723,999,473	1,450,018,988	3,959,314,204	0.117062
41	2,461,522,405	1,699,903,027	2,082,640,108	2,565,929,397	-0.127898
42	4,201,469,186	1,009,902,827	387,058,972	3,315,832,091	0.061857
43	598,103,728	2,229,715,718	1,953,488,840	1,476,743,346	0.232101
44	2,492,944,964	3,661,042,675	1,778,704,392	3,254,461,914	0.502377
45	3,659,160,629	1,719,584,603	1,473,970,057	3,502,654,245	0.053228
46	1,297,895,926	3,605,472,098	716,584,377	2,257,815,122	0.265705
47	1,762,940,415	3,288,913,933	3,666,580,365	1,669,034,028	0.007207
48	3,726,987,531	2,485,941,795	2,916,141,794	2,337,587,345	-0.019622
49	64,053,127	3,798,416,846	2,359,312,007	193,193,016	-0.067609
50	3,105,719,569	3,502,654,245	774,556,969	144,268,268	0.029533
51	711,230,956	3,756,169,452	2,920,299,444	2,263,123,593	0.055435
52	4,088,366,686	2,594,872,633	1,349,159,708	2,542,883,819	0.113453
53	1,693,027,229	2,397,962,306	4,123,748,056	2,225,782,208	-0.074472
54	1,657,339,964	3,387,875,064	2,520,228,819	2,776,380,604	0.20942
55	777,750,738	2,257,815,122	2,218,029,602	1,312,079,597	0.166723
56	2,573,896,742	3,315,832,091	4,285,667,976	1,291,367,225	0.184095
57	1,084,329,876	1,476,743,346	1,088,520,597	4,119,274,628	0.182927
58	3,622,273,623	733,488,777	285,645,473	2,811,393,375	0.132035
59	4,153,445,216	3,254,461,914	277,307,952	154,717,166	0.002208
60	1,994,279,411	2,263,123,593	2,178,086,341	3,032,821,687	0.032042
61	3,852,945,678	144,268,268	196,972,103	46,484,704	0.239884
62	1,047,776,291	2,776,380,604	2,844,424,709	835,847,162	-0.006132
63	3,253,685,511	2,573,992,155	1,460,134,952	1,442,207,584	0.282608
64	2,405,581,686	3,959,314,204	2,099,974,640	1,403,988,611	0.1019
65	2,338,147,912	2,811,393,375	2,185,795,164	2,037,399,532	0.363195
66	3,784,852,528	2,337,587,345	1,736,490,719	1,143,280,321	-0.022309
67	405,032,629	57,234,302	1,981,779,719	2,681,987,586	0.099919
68	1,013,729,980	193,193,016	1,058,898,724	170,448,094	0.530825
69	1,453,932,740	1,669,034,028	1,904,528,270	2,395,949,133	-0.084099
70	1,532,272,294	2,225,782,208	1,685,695,463	2,263,027,323	-0.056679
71	2,700,546,748	2,958,612,058	2,565,754,688	2,202,895,604	-0.027373
72	2,132,581,039	4,119,274,628	21,671,453	957,755,818	0.134835
73	3,966,081,618	1,403,988,611	2,498,829,063	3,030,881,168	0.24208
74	335,092,598	3,244,212,271	3,779,809,780	1,244,847,343	0.231757
75	2,799,147,293	1,291,367,225	3,138,495,990	3,295,522,851	0.044954
76	3,456,964,090	2,565,929,397	2,202,542,647	377,976,482	-0.029438
77	4,000,980,173	4,167,333,377	1,995,536,976	3,666,119,667	0.143454
78	1,567,888,647	835,847,162	582,457,236	3,409,222,111	-0.049535
79	2,097,355,824	3,912,530,601	1,169,875,477	111,169,321	0.098252
80	629,698,791	4,031,330,964	1,153,907,221	84,634,325	0.17161
81	4,168,908,395	3,409,222,111	905,273,263	2,764,886,680	0.235726
82	2,525,395,245	4,178,425,551	2,500,106,803	1,999,959,835	-0.02486
83	100,628,944	2,202,895,604	3,926,357,069	2,641,414,318	-0.068026
84	2,426,860,172	2,395,949,133	2,361,562,076	1,891,291,722	-0.096889
85	132,185,935	1,442,207,584	3,474,219,258	4,104,584,426	0.318939
86	2,966,551,483	3,032,821,687	633,954,719	2,192,034,486	0.187635
87	598,276,934	46,484,704	87,630,219	1,829,428,825	-0.116321
88	2,493,120,434	2,376,453,347	1,106,142,068	972,958,082	0.300309
89	1,231,941,950	3,030,881,168	137,342,643	769,751,541	0.225483
90	678,801,029	3,666,119,667	1,487,656,789	1,119,040,367	-0.07813
91	1,150,299,996	1,143,280,321	2,289,152,629	3,476,976,494	0.162093
92	1,085,219,426	1,829,428,825	2,498,696,377	445,662,278	0.113362
93	169,681,197	2,542,883,819	3,447,416,725	2,615,904,474	-0.15078
94	3,138,170,488	111,169,321	956,070,386	1,346,442,553	0.119921
95	3,554,026,143	2,192,034,486	3,707,181,857	1,718,622,584	-0.035084
96	1,727,570,164	2,641,414,318	3,076,133,814	3,436,387,767	-0.013017
97	3,622,383,521	1,312,079,597	1,137,064,852	3,630,932,832	0.101524
98	134,391,730	377,976,482	1,327,774,277	1,673,740,130	-0.074794
99	4,118,913,033	1,999,959,835	2,151,661,066	312,618,762	-0.111539

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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: $seed = (run\_id \times 7919 + batch\_index \times 104729) \mod 2^{32}$

Property	Value
Throughput	200+ ticks/sec
Collision rate	~2.3×10⁻⁸ % per pair
Stability	Closed-loop, zero invalid states

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}

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