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series
string
row
int64
t_s
float64
rod1_position_in
float64
measured_percent_dk_k
float64
model_percent_dk_k
float64
model_less_measured_pcm
float64
startup
0
0.114053
14.506
0
0
0.000001
startup
0
1.02648
14.4602
-0.002346
0.000088
2.434223
startup
0
1.91609
14.5666
0.003109
0.001989
-1.119532
startup
0
2.91976
14.3613
-0.007402
0.010795
18.196673
startup
0
4.07739
14.9061
0.020617
0.032779
12.161693
startup
0
4.97271
15.3292
0.042659
0.057244
14.584463
startup
0
6.05621
15.8849
0.071984
0.088202
16.218116
startup
0
6.95723
16.4023
0.099639
0.113946
14.306723
startup
0
8.02363
16.9151
0.127318
0.144416
17.097467
startup
0
9.0501
17.5628
0.162658
0.173744
11.086567
startup
0
9.99104
18.0362
0.188755
0.200629
11.874209
startup
0
11.2114
18.6496
0.22286
0.235498
12.637494
startup
0
12.1409
19.079
0.246912
0.25723
10.318387
startup
0
13.0134
19.5604
0.274049
0.265965
-8.083928
startup
0
13.8974
19.5472
0.273302
0.271508
-1.793717
startup
0
15.1405
19.5266
0.272137
0.274573
2.435577
startup
0
16.0187
19.0167
0.243413
0.273972
30.559363
startup
0
17.0794
18.5359
0.216516
0.270396
53.880124
startup
0
17.9348
18.6268
0.221587
0.265275
43.688048
startup
0
18.9613
18.5925
0.219673
0.256709
37.036709
startup
0
19.9764
18.4798
0.213389
0.245838
32.448492
startup
0
21.0029
18.198
0.197722
0.232827
35.105084
startup
0
21.921
18.3015
0.203469
0.220065
16.595712
startup
0
22.8619
18.2277
0.19937
0.206658
7.287346
startup
0
24.0024
18.2312
0.199565
0.191241
-8.323774
startup
0
24.989
18.2855
0.20258
0.179828
-22.751989
startup
0
25.8786
18.202
0.197944
0.171872
-26.071626
startup
0
26.9222
18.2878
0.202708
0.166036
-36.672307
startup
0
27.9373
18.3306
0.205086
0.164453
-40.633143
startup
0
28.6843
18.2677
0.201591
0.165925
-35.666796
startup
0
29.1976
18.2906
0.202863
0.168074
-34.789601
startup
0
29.9902
18.2123
0.198516
0.172917
-25.598893
startup
0
31.1593
18.4804
0.213423
0.182602
-30.821067
startup
0
32.0147
18.3358
0.205376
0.190853
-14.522439
startup
0
32.8415
18.3821
0.20795
0.199103
-8.847146
startup
0
33.9022
18.4273
0.210466
0.209321
-1.144669
startup
0
34.8945
18.4678
0.212721
0.217851
5.129642
startup
0
35.8582
18.5633
0.218044
0.224784
6.740424
startup
0
36.8619
18.4741
0.213072
0.23043
17.358521
startup
0
37.9511
18.3867
0.208206
0.234772
26.565318
startup
0
38.8521
18.2815
0.202358
0.237044
34.686456
startup
0
39.9242
18.3889
0.208329
0.238333
30.004105
startup
0
40.8538
18.5033
0.214699
0.238362
23.662764
startup
0
41.9373
18.5502
0.217313
0.237198
19.884585
startup
0
43.055
18.3249
0.20477
0.23459
29.8205
startup
0
43.8534
18.2906
0.202863
0.231878
29.014613
startup
0
45.1251
18.198
0.197722
0.22617
28.447459
startup
0
46.0831
18.3009
0.203436
0.220869
17.433437
coastdown
1
0.057027
18.302
0
0.000006
0.005689
coastdown
1
1.06069
18.3192
0.000956
-0.001376
-2.331828
coastdown
1
2.08147
18.3506
0.002702
-0.007115
-9.816363
coastdown
1
3.20489
17.9756
-0.018095
-0.01796
0.135691
coastdown
1
4.03177
17.6823
-0.034273
-0.027574
6.698778
coastdown
1
5.05825
17.2175
-0.059732
-0.040076
19.656185
coastdown
1
5.93075
17.1598
-0.062877
-0.050541
12.336747
coastdown
1
7.01426
16.93
-0.075371
-0.062833
12.537921
coastdown
1
8.05214
16.739
-0.085714
-0.073633
12.080967
coastdown
1
8.94175
16.4657
-0.10045
-0.082046
18.40349
coastdown
1
10.1393
16.3628
-0.105979
-0.092207
13.771497
coastdown
1
11.0061
16.181
-0.11572
-0.098825
16.895826
coastdown
1
11.987
16.1559
-0.117063
-0.105629
11.433444
coastdown
1
12.9279
16.0873
-0.120728
-0.11158
9.148084
coastdown
1
14.0114
16.0513
-0.12265
-0.117747
4.903455
coastdown
1
15.0949
16.009
-0.124906
-0.123247
1.659349
coastdown
1
15.6138
15.8655
-0.132544
-0.125668
6.876299
coastdown
1
16.1271
15.7454
-0.138915
-0.127939
10.975752
coastdown
1
17.0338
15.7877
-0.136673
-0.131677
4.996335
coastdown
1
18.009
15.6939
-0.14164
-0.13535
6.290726
coastdown
1
18.9955
15.5476
-0.149363
-0.138748
10.615696
coastdown
1
19.5601
15.6779
-0.142486
-0.140566
1.920483
coastdown
1
20.0733
15.5922
-0.147012
-0.142146
4.865804
coastdown
1
21.0257
15.6088
-0.146136
-0.144913
1.222979
coastdown
1
22.0635
15.6494
-0.143993
-0.147709
-3.716316
coastdown
1
23.0102
15.6539
-0.143755
-0.150083
-6.328314
coastdown
1
23.934
15.5053
-0.151591
-0.152256
-0.665427
coastdown
1
24.9605
15.3166
-0.161498
-0.154522
6.975376
coastdown
1
26.0611
15.3921
-0.15754
-0.156796
0.74347
coastdown
1
27.0134
15.2995
-0.162393
-0.158647
3.745799
coastdown
1
27.9601
15.2949
-0.162634
-0.16039
2.24373
coastdown
1
28.9637
15.2286
-0.166101
-0.162141
3.959849
coastdown
1
30.0358
15.3652
-0.158951
-0.163911
-4.960574
coastdown
1
31.0053
15.2029
-0.167443
-0.165431
2.012635
coastdown
1
31.9006
15.1245
-0.171533
-0.16677
4.762507
coastdown
1
32.9043
15.0737
-0.174178
-0.168205
5.973244
coastdown
1
34.0049
15.0748
-0.174121
-0.169702
4.418563
coastdown
1
34.9686
15.1548
-0.169953
-0.170953
-0.999881
coastdown
1
36.0236
15.108
-0.172392
-0.172263
0.129346
coastdown
1
36.936
15.1423
-0.170605
-0.173349
-2.743583
coastdown
1
37.9511
15.0891
-0.173376
-0.174508
-1.132053
coastdown
1
39.1031
15.2126
-0.166937
-0.175767
-8.830602
coastdown
1
40.0098
15.0948
-0.17308
-0.176718
-3.638507
coastdown
1
41.1275
15.0005
-0.177983
-0.177844
0.138768
coastdown
1
42.1369
14.817
-0.18749
-0.178821
8.669293
coastdown
1
43.0037
14.9061
-0.18288
-0.17963
3.249564
coastdown
1
44.0073
14.9113
-0.18261
-0.180535
2.075002
coastdown
1
44.8
14.9993
-0.178046
-0.181227
-3.181729
coastdown
1
46.0831
14.9233
-0.181989
-0.182306
-0.317826
coastdown
1
46.9442
14.9833
-0.178876
-0.183004
-4.127329
coastdown
1
48.0961
14.9136
-0.182491
-0.183904
-1.413204
coastdown
1
49.077
14.9307
-0.181605
-0.184644
-3.039025
End of preview. Expand in Data Studio

Molten-Salt Reactor Experiment: the fuel pump's start-up and coast-down, computed again with a proof on every row

Note, 21 October 2026: built on engine 0.15.0 (genesis_kernel_v0.13.0), model energy/reactor_msre_pump. Every row carries its own engine version and proof.

In the zero-power experiments of 1965 and 1966 at Oak Ridge, the Molten-Salt Reactor Experiment's fuel pump was started from stopped and coasted down from full speed while the flux servo held the reactor critical, and rod 1's position was recorded through both. When the fuel salt circulates, delayed-neutron precursors are carried out of the core and the rods must make up the reactivity they take with them. Here both schedules are computed again, with a cryptographic proof on every row, beside what was measured.

Zero-Trust Physics is a physics verifier for Super Intelligence (SI). SI agents ask it questions about real hardware, and every answer comes with a cryptographic proof, so any agent can run it again and get the same thing. Past what a model was compared with, it keeps going with the same equations and flags every step. It stops only at a physical limit, or where its equations, constants or tables no longer hold, and it names the reason.

https://mcp.zerotrustphysics.com/mcp Open to any agent.

What is in it

45 rows under one dataset seal, f6daeb98317be4c252a2fc734a8280cf887bb808f44a65bfa5de9f5a9072d304304cfaf0f542e87bdddac0428bbb6998:

  • 2 rows, the two measured schedules of ORNL-4233: the fuel-pump start-up from stopped (Fig. 22) and the coast-down from full speed (Fig. 23), each 70 s at 0.05 s steps, the pump speed at every step as the report's curve gives it.
  • 43 rows of a sweep around them: The measured start-up and coast-down with their time stretched 0.5, 0.75, 1.5, 2, 3 and 5 times; the start-up to 0.25, 0.5 and 0.75 of full speed and the coast-down from them; straight ramps up from stopped and down from full speed in 2, 5, 10, 20 and 40 s; the pump held at 0 to 1 of full speed by 0.1; and four steps of speed at 1 s (0 to 0.5, 0.5 to 1, 1 to 0.5, 0.5 to 0).
  • Outcomes: 45 completed. 63000 recorded frames, every step of every row: the rod reactivity, the circulation loss, the fuel flow and the pump speed.

data/readings.parquet (the default view) has one line for each of the 121 readings of rod 1 in Fig. 24: the time, the rod's position, the rod reactivity it stands for, the model's at that time and the difference in pcm (1 pcm is 1e-5 dk/k). data/index.parquet has one line a row: its schedule, the model's rod reactivity at the end and at its largest and smallest, and for the two measured rows the comparison. data/rows.parquet and data/frames.parquet are the sealed rows and frames, written by genesis_seal_parquet only after the whole dataset verified.

How close it comes to the measurements

Quantity Measured Model Difference
Steady circulation loss at full flow (section 3.6) 0.212 ± 0.004 % dk/k 0.2120 % dk/k -0.015 pcm
Rod reactivity through the start-up (Fig. 24, 48 readings, 0.1 to 46 s) RMS 23.9 pcm, mean +7.7, largest +53.9 at 17.1 s
Rod reactivity through the coast-down (Fig. 24, 73 readings, 0.06 to 70 s) RMS 6.5 pcm, mean +2.3, largest +19.7 at 5.1 s

Fitted: the flux shape's height (91.6 in) on the steady loss, and the fuel-flow lag (2.05 s) on the 48 start-up readings with the rod drive in place. The drive's speed, 0.526 in/s on 0.05432 % dk/k per inch, is read from rod 1's own position on the start-up, not fitted. The 73 coast-down readings are not in the fit. With the constants read from the sources alone (the 79 in effective core, no lag and no drive) the same equations give 0.2546 % dk/k, 72.4 and 36.7 pcm.

Through the start-up the model's rod reactivity is largest, 0.2746 % dk/k, at 15.3 s; the measured rod's largest reading is 0.274 % dk/k at 13.0 s, and it falls back faster after it.

These two rows are the model's own comparison run again on the served engine: at every one of their 1400 steps they differ from the run its record was scored on by 0 % dk/k, so the figures above are the record's.

One row

Row 0 is the measured start-up: the pump speed of Fig. 22 at each 0.05 s step, in 21 segments. The request, as run_trajectory takes it:

{"tool": "run_trajectory", "arguments": {"card": "reactor_msre_pump", "domain": "energy", "dt_s": 0.05, "initial": {"pump_speed_at_start": 0.0}, "record_every": 1, "segments": [{"load": {"pump_speed_fraction": 0.06115332136961141}, "steps": 1}, {"load": {"pump_speed_fraction": 0.11575148594264059}, "steps": 1}, {"load": {"pump_speed_fraction": 0.15962046279226744}, "steps": 1}, {"load": {"pump_speed_fraction": 0.20348943964189425}, "steps": 1}, {"load": {"pump_speed_fraction": 0.2541099225670204}, "steps": 1}, {"load": {"pump_speed_fraction": 0.3136512495213861}, "steps": 1}, {"load": {"pump_speed_fraction": 0.3733135254539401}, "steps": 1}, {"load": {"pump_speed_fraction": 0.4243367242266076}, "steps": 1}, {"load": {"pump_speed_fraction": 0.47405467478936225}, "steps": 1}, {"load": {"pump_speed_fraction": 0.5237730275217412}, "steps": 1}, {"load": {"pump_speed_fraction": 0.5619287800000485}, "steps": 1}, {"load": {"pump_speed_fraction": 0.5994936291333696}, "steps": 1}, {"load": {"pump_speed_fraction": 0.6375850023945445}, "steps": 1}, {"load": {"pump_speed_fraction": 0.6906176578690502}, "steps": 1}, {"load": {"pump_speed_fraction": 0.7436503133435556}, "steps": 1}, {"load": {"pump_speed_fraction": 0.7955410966950089}, "steps": 1}, {"load": {"pump_speed_fraction": 0.8435487265202726}, "steps": 1}, {"load": {"pump_speed_fraction": 0.8880027596568424}, "steps": 1}, {"load": {"pump_speed_fraction": 0.9324567927934122}, "steps": 1}, {"load": {"pump_speed_fraction": 0.9753458314404506}, "steps": 1}, {"load": {"pump_speed_fraction": 1.0}, "steps": 1380}]}}

Outcome completed, after 1400 steps. The model's rod reactivity reaches 0.2746 % dk/k at 15.3 s and is 0.2201 at 70 s; against the 48 readings of Fig. 24, RMS 23.9 pcm. Run seal:

f4d0bfd9ded0ef117fcba995332d8dbac300a1162b3d48c9ed6fd9e25a87156635818de7daf8f2fe419a1ec0f21eeea0

Verify it yourself

Every row can be verified without trusting this page.

# the engine, from its public source
git clone https://github.com/johnkruze/zero-trust-physics-engine
(cd zero-trust-physics-engine && git checkout v0.15.0 && cargo build --release --locked)

# 1. the proof of the whole dataset, with no engine running: the seal of every row, its chain of frames and the root
zero-trust-physics-engine/target/release/genesis_seal verify-dataset sealed/head.json sealed/rows.jsonl sealed/frames.bin

# 2. one row's proof on its own: the row, its chain and its path to the dataset seal
zero-trust-physics-engine/target/release/genesis_seal row-proof sealed/head.json sealed/rows.jsonl 0 sealed/frames.bin > row0.json
zero-trust-physics-engine/target/release/genesis_seal verify-proof row0.json
  1. Ask the engine to run the whole plan again: send verify_dataset the head's request with dataset_seal f6daeb98317be4c252a2fc734a8280cf887bb808f44a65bfa5de9f5a9072d304304cfaf0f542e87bdddac0428bbb6998.
  2. Send any row's request to run_trajectory and compare the run_seal. Add "readout": {"quantities": ["rod_reactivity_percent_dk_k"]} to read every step in full precision; the readout is not part of the sealed request, and the run seal is the same.

When this dataset was made, all of these were run: verify_dataset by the stored seal: holds; verify_dataset's short form on a fresh engine, the plan run again: holds; genesis_seal verify-dataset: holds; row 26's proof on its own: holds; 6 of 6 rows sent to run_trajectory again gave the same run seal; every row sent again with a readout gave its own run seal.

Files

File What it holds SHA-256
sealed/head.json the dataset's head: its request, counts, root and seal d480e0a7ecdfd5b8…
sealed/rows.jsonl every row as the engine stored it, with its request, outcome, final state and run seal 8e428b7426f5798e…
sealed/frames.bin every recorded frame, 64 bytes each 6bc8b680fb837153…
data/readings.parquet one line a reading of rod 1: measured, model, difference 54a6abf0ee2c3bf4…
data/readings.csv the same as CSV 87f6eab453fef687…
data/index.parquet one line a row: schedule, the model's rod reactivity, the comparison 50dd9d0f09772797…
data/index.csv the same as CSV 1c12a2d99cd7277c…
data/rows.parquet the sealed rows, by genesis_seal_parquet d2b5a43d0fad9d31…
data/frames.parquet the sealed frames, by genesis_seal_parquet b59ecdd23950325f…
source/flow_startup.txt the start-up schedule the model's comparison ran, Fig. 22 at each 0.05 s step bd092c18f22889fd…
source/flow_coastdown.txt the coast-down schedule the model's comparison ran, Fig. 23 at each 0.05 s step d30609bdc7ab562a…
source/fig22_fuel_pump_speed.csv ORNL-4233 Fig. 22, the fuel-pump speed through the start-up, digitised c1accf198c467361…
source/fig23_fuel_pump_speed.csv ORNL-4233 Fig. 23, the fuel-pump speed through the coast-down, digitised f03be3bb0fdb35b7…
source/fig24_rod_position.csv ORNL-4233 Fig. 24, rod 1's position through both, 48 and 73 readings, digitised aaf5c0ba443ead46…
source/fig05_rod1_differential_worth.csv ORNL-4233 Fig. 5, rod 1's differential worth, digitised 8398e63a5463e872…

Where the numbers come from

  • The record: Prince, B. E.; Engel, J. R.; Ball, S. J.; Haubenreich, P. N.; Kerlin, T. W. (1968). Zero-Power Physics Experiments on the Molten-Salt Reactor Experiment. Report ORNL-4233, Oak Ridge National Laboratory, for the U.S. Atomic Energy Commission. Section 3.6 (the reactivity effect of circulation, 0.212 ± 0.004 % dk/k), Figs. 22 to 24, Fig. 5, Table 2. The PDF read has SHA-256 aac924e89e8bc97ff3ca860edf2fd54f9b3f884d69ab3110320415bf9e06e22f.
  • The loop: Prince, B. E. (1966). ORNL-TM-1626, Table 1: the fuel's residence times round the loop at full flow, 25.2 s in all.
  • The digitised curves, read from the report's pages by a digitiser fixed before any curve was read: flow_startup.txt (SHA-256 bd092c18f22889fd10ae2bb0d96bab2f0756c2993e583dfb47d02ce2829eb52e); flow_coastdown.txt (SHA-256 d30609bdc7ab562a81507120f61530684f5fa87c613518affc6aacf294f4515e); fig22_fuel_pump_speed.csv (SHA-256 c1accf198c4673611da49c1aa0073104ba5cc798e28f91c4de80014a1a79c9e2); fig23_fuel_pump_speed.csv (SHA-256 f03be3bb0fdb35b779acf190dece90bc5ff8f99c190a48a3dd7bbe8037f71716); fig24_rod_position.csv (SHA-256 aaf5c0ba443ead4695c0697e82ec28d8993a5532db8863ee4bbd6dd4d80b7b2f); fig05_rod1_differential_worth.csv (SHA-256 8398e63a5463e8727c470b063ae5e9d42d22a59f2760e7120c57f5c136cab7ac).
  • The inputs: Inputs as the served model's own record (evidence/research/reactor_msre_pump/rod_drive_2026-10-18: ROD_DRIVE.md, compare.py, out/flow_*.txt, out/comparison.json; ROD_DRIVE.md and comparison.json are the record and comparison whose SHA-256 the served card's validation names) and its description (describe_card energy/reactor_msre_pump) give them: the two measured schedules exactly as its comparison ran them, the fuel-pump speed of ORNL-4233 Fig. 22 (start-up from stopped) and Fig. 23 (coast-down from full speed) as a fraction of full speed at the end of each 0.05 s step, 1400 steps (70 s), starting from the pump stopped and at full speed; consecutive steps of one speed are one segment. The model's two fitted constants, the flux shape's height of 91.6 in on the steady loss of 0.212 % dk/k and the fuel-flow lag of 2.05 s on the 48 start-up readings with the rod drive in place, and the rod drive's 0.526 in/s on 0.05432 % dk/k per inch, read from rod 1's own position, are in the served card itself and take no input. Every step is recorded. The measured rod reactivity is the record's: rod 1's position (Fig. 24) through the integral of its differential worth (Fig. 5), over 1.087 (Fig. 6). The sweep is computed by the same rule: each schedule 70 s at 0.05 s steps.

What the rows do not say

  • ORNL-4233 has no fuel flowmeter: the fuel flow is taken to follow the pump speed, through the fitted 2.05 s lag. Rod 1 follows the reactivity the salt asks no faster than its drive, 0.526 in/s on 0.05432 % dk/k per inch, read from the rod's own position on the start-up; a step at that speed carries FLAG_ROD_AT_DRIVE_SPEED. The model has no servo dead band and gives rod 1 one worth per inch over its travel.
  • The rod readings are Fig. 24 digitised and turned into reactivity by the integral of rod 1's differential worth (Fig. 5) over 1.087, the report's normalisation to the final loading; without it the readings are 8.7 percent larger.
  • Zero power: there is no temperature or power feedback, and the answer does not depend on the power.
  • A sweep row is a computation, not a measurement: past what the model was compared with, it keeps going with the same equations and flags every step.

Cite

The paper: https://doi.org/10.5281/zenodo.23305697. The engine's source: https://github.com/johnkruze/zero-trust-physics-engine (v0.15.0).

Made by Super Intelligence, on behalf of Protocol Company. Data: CC BY 4.0.

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