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Words: the limit sentence as the engine behaves since 0.11

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@@ -53,13 +53,13 @@ Every row was made by asking the address below, one question at a time, the way
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  ## One row
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- The SPERT III reactor is where this began: a government report from 1969 became a working model of a nuclear reactor in under six hours. The report tested the reactor between two reactor periods, and the model takes the reactivity between the two values those periods give. Ask for the largest of them, `1.2102315121058187` dollars, and the run stands: 214 steps to the first maximum of power, a peak of 295.6 MW, and a proof,
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  ```
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  6af631aa1eaafb5634cf7103d203fc135a04e07188de92a9b8e3cc6bcc0cd496
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  ```
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- Ask for the next 64-bit number up, `1.210231512105819`, and this comes back in its place:
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  > Physical Failure: 'reactivity_inserted_dollar' 1.210231512105819 dollar is above 1.2102315121058187 dollar, the inclusive maximum of the reactor_spert3 card (ReactivityOutsideCard). That state is not sealed.
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@@ -69,7 +69,7 @@ Those two questions, the full answer to the first and that sentence are row `edg
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  | `edge_kind` | What the pair straddles | Rows |
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  |---|---|---|
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- | `declared_limit` | A limit the model states: the end of the range it was compared with measurement over, a limit of the specimen itself, or the largest and smallest time step it takes. Inside, the run stands with its proof. Outside, the answer stops and names the limit. | 850 |
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  | `declared_end` | The place where the event the model describes is over: a reactor's first maximum of power, a capsule's parachute deployment, a mission's last day, sixty seconds after a power link drops. Inside, the run completes. Outside, it ends there, and keeps its proof up to the last step that landed. | 18 |
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  | `outcome_flip` | Nothing stops. Both runs stand with their proofs, and something about the outcome is different: a flag of the final state has turned, or a quantity read from the run has crossed a level for the first time. | 68 |
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@@ -79,19 +79,19 @@ When a question is stopped before any computing, the answer is a sentence and no
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  The same seven real things as on [zerotrustphysics.com](https://zerotrustphysics.com), and what their edges turned out to be.
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- - **The SPERT III reactor.** The model takes one step in reactivity between 0.7686 and 1.2102 dollars, the values that the longest and the shortest reactor period of the 1969 tests give. One 64-bit number past either end and the answer stops, naming `ReactivityOutsideCard`. Inside the range there is a place where the burst first reaches 100 MW: at 1.1147492996633026 dollars the peak is 99.9999999999997 MW, and at the next number up it is 100.00000000000001. And a burst is one burst: change the reactivity by one unit in the last place part way through, and the run stops there (`ReactivityChangedDuringBurst`).
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- - **NASA's Stardust capsule.** The worked run follows the capsule for twenty seconds from entry interface. Let it run on, and the fall passes 5 MW of heating on each square metre at step 809, passes 10 g at step 849, and is over at step 2,779, 138.95 seconds in, at the drogue-deployment condition the radar recorded. The next step is not taken. Start the capsule 1.73 m/s faster sideways than the flight did and the run stands; at 1.74 it is outside the speeds the compared entry passed through (`AirSpeedOutsideCard`).
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- - **The James Webb Space Telescope's guide star.** The model is told where the guide star was measured, frame by frame, and says where it will sit next. Move one measured position by a little over a thousandth of an arcsecond one way, or two thousandths the other, and the run still stands. One 64-bit number further, the star is more than four standard deviations from where it was expected, and the run stops with the sentence that a new one may start no earlier than 30 seconds after that frame (`InnovationBeyondFourSigma`).
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- - **Great Britain's power grid.** The model covers the sixty seconds after a power link drops, for a loss between 693 and 1,402 MW. In its worked stumble, a loss of 996 MW, the frequency dips to 49.67 Hz. Make the loss smaller and there is a place where the dip no longer reaches 49.7 Hz: at 869.2003553078027 MW the lowest frequency is 49.699999999999996 Hz, and at the next number down it is 49.7. The minute itself has an edge too: step 2,889 lands, and step 2,890 is not taken.
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- - **LAGEOS.** Told where the satellite was at one moment, the model carries it forward seven days and no further: 60,480 steps of ten seconds land, and the 60,481st stops the run, with its proof kept to the last step that landed (`HorizonOutsideCard`). The start has to be the satellite's own orbit. Move the starting position 86 metres along one axis and the run stands; at 87 the orbit is in neither of the two bands the model was compared in (`OrbitOutsideCard`).
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- - **A tyre on ice.** The rig measured slip between 0.05 and 0.20, driving or braking, and that is what the model takes: 0.05 stands and 0.049999999999999996 stops (`SlipOutsideCard`). At the worked load the tyre pulls with more than 1,200 N only while the slip is under 0.0682. The worked run sits in the very corner of what was measured, with the slip held 5 seconds before it starts and 21 by its end, so one more step is past the measurements (`HoldBeyondMeasured`).
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- - **The power source on NASA's Curiosity rover.** The model follows the generator's daily output from landing to mission day 4,087. Run it a day at a time and the output first reads under 110 W on day 320 and under 100 W on day 1,115. Day 4,087 lands, and day 4,088 is where the model ends (`MissionTimeOutsideCard`).
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  The rest follow: batteries, a fingertip on glass, a superalloy creeping, capsules, tokamaks, seawater, argon, a propeller, a heat shield, the Solar System. [`coverage.md`](coverage.md) lists every model with each stop its description names, and whether a row here brackets it.
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  ## What you or your agent can do with it
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- **Know where a model stops before you lean on it.** Filter by `model` and read `input`, `inside_value`, `stop_name` and `stop_sentence`. That is the range the model answers over from its own worked example, in the model's own words.
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  ```python
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  from datasets import load_dataset
@@ -165,7 +165,7 @@ All rows were asked on 14 October 2026 (UTC). A model can change after that: a r
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  ## The people whose measurements these models were compared with
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- A model has an edge because someone measured something real up to that point and no further. These are the people who did the measuring, or the published calculation a model was compared with. None of their data is in this dataset; full references are in [`CREDITS.md`](CREDITS.md).
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  | Model | The real thing | Measured or calculated by |
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  |---|---|---|
 
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  ## One row
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+ The SPERT III reactor is where this began: a government report from 1969 became a working model of a nuclear reactor in under six hours. The report tested the reactor between two reactor periods, and on engine 0.10.1 the model took the reactivity between the two values those periods give. Ask for the largest of them, `1.2102315121058187` dollars, and the run stands: 214 steps to the first maximum of power, a peak of 295.6 MW, and a proof,
57
 
58
  ```
59
  6af631aa1eaafb5634cf7103d203fc135a04e07188de92a9b8e3cc6bcc0cd496
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  ```
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+ Ask for the next 64-bit number up, `1.210231512105819`, and on 0.10.1 this came back in its place (since 0.11 the model keeps going there with the same equations and flags every step):
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  > Physical Failure: 'reactivity_inserted_dollar' 1.210231512105819 dollar is above 1.2102315121058187 dollar, the inclusive maximum of the reactor_spert3 card (ReactivityOutsideCard). That state is not sealed.
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  | `edge_kind` | What the pair straddles | Rows |
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  |---|---|---|
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+ | `declared_limit` | A limit the model stated on engine 0.10.1, which these rows were made on: the end of the range it was compared with measurement over, a limit of the specimen itself, or the largest and smallest time step it takes. Inside, the run stands with its proof. Outside, the answer stopped and named the limit. Since 0.11, past what a model was tested for, it keeps going with the same equations and flags every step; it stops only at a mathematical or physical limit, and says why. | 850 |
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  | `declared_end` | The place where the event the model describes is over: a reactor's first maximum of power, a capsule's parachute deployment, a mission's last day, sixty seconds after a power link drops. Inside, the run completes. Outside, it ends there, and keeps its proof up to the last step that landed. | 18 |
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  | `outcome_flip` | Nothing stops. Both runs stand with their proofs, and something about the outcome is different: a flag of the final state has turned, or a quantity read from the run has crossed a level for the first time. | 68 |
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  The same seven real things as on [zerotrustphysics.com](https://zerotrustphysics.com), and what their edges turned out to be.
81
 
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+ - **The SPERT III reactor.** The model takes one step in reactivity between 0.7686 and 1.2102 dollars, the values that the longest and the shortest reactor period of the 1969 tests give. One 64-bit number past either end and, on 0.10.1, the answer stopped, naming `ReactivityOutsideCard`; since 0.11 the model keeps going there with the same equations and flags every step. Inside the range there is a place where the burst first reaches 100 MW: at 1.1147492996633026 dollars the peak is 99.9999999999997 MW, and at the next number up it is 100.00000000000001. And on 0.10.1 a burst was one burst: change the reactivity by one unit in the last place part way through, and the run stopped there (`ReactivityChangedDuringBurst`); since 0.11 a later segment may carry its own reactivity, and the run keeps going with the same equations and flags every step.
83
+ - **NASA's Stardust capsule.** The worked run follows the capsule for twenty seconds from entry interface. Let it run on, and the fall passes 5 MW of heating on each square metre at step 809, passes 10 g at step 849, and is over at step 2,779, 138.95 seconds in, at the drogue-deployment condition the radar recorded. The next step is not taken. Start the capsule 1.73 m/s faster sideways than the flight did and the run stands; at 1.74 it was outside the speeds the compared entry passed through, and on 0.10.1 the answer stopped (`AirSpeedOutsideCard`); since 0.11 it keeps going with the same equations and flags every step.
84
+ - **The James Webb Space Telescope's guide star.** The model is told where the guide star was measured, frame by frame, and says where it will sit next. Move one measured position by a little over a thousandth of an arcsecond one way, or two thousandths the other, and the run still stands. One 64-bit number further, the star is more than four standard deviations from where it was expected, and on 0.10.1 the run stopped with the sentence that a new one may start no earlier than 30 seconds after that frame (`InnovationBeyondFourSigma`); since 0.11 the model answers that frame and flags it.
85
+ - **Great Britain's power grid.** The model was compared on the sixty seconds after a power link drops, for a loss between 693 and 1,402 MW; past that it keeps going with the same equations and flags every step. In its worked stumble, a loss of 996 MW, the frequency dips to 49.67 Hz. Make the loss smaller and there is a place where the dip no longer reaches 49.7 Hz: at 869.2003553078027 MW the lowest frequency is 49.699999999999996 Hz, and at the next number down it is 49.7. On 0.10.1 the minute itself had an edge too: step 2,889 landed, and step 2,890 was not taken; since 0.11 the run keeps going past it.
86
+ - **LAGEOS.** Told where the satellite was at one moment, the model on 0.10.1 carried it forward seven days and no further: 60,480 steps of ten seconds landed, and the 60,481st stopped the run, with its proof kept to the last step that landed (`HorizonOutsideCard`). On 0.10.1 the start had to be the satellite's own orbit: move the starting position 86 metres along one axis and the run stands; at 87 the orbit is in neither of the two bands the model was compared in, and the answer stopped (`OrbitOutsideCard`). Since 0.11, past both, it keeps going with the same equations and flags every step.
87
+ - **A tyre on ice.** The rig measured slip between 0.05 and 0.20, driving or braking, and that is what the model takes: 0.05 stands and 0.049999999999999996 stops (`SlipOutsideCard`). At the worked load the tyre pulls with more than 1,200 N only while the slip is under 0.0682. The worked run sits in the very corner of what was measured, with the slip held 5 seconds before it starts and 21 by its end, so one more step is past the measurements, and on 0.10.1 it stopped there (`HoldBeyondMeasured`); since 0.11 it keeps going with the same equations and flags every step.
88
+ - **The power source on NASA's Curiosity rover.** The model follows the generator's daily output from landing to mission day 4,087. Run it a day at a time and the output first reads under 110 W on day 320 and under 100 W on day 1,115. Day 4,087 lands; on 0.10.1 day 4,088 was where the model ended (`MissionTimeOutsideCard`), and since 0.11 it keeps going with the same equations and flags every step.
89
 
90
  The rest follow: batteries, a fingertip on glass, a superalloy creeping, capsules, tokamaks, seawater, argon, a propeller, a heat shield, the Solar System. [`coverage.md`](coverage.md) lists every model with each stop its description names, and whether a row here brackets it.
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  ## What you or your agent can do with it
93
 
94
+ **Know where a model stops before you lean on it.** Filter by `model` and read `input`, `inside_value`, `stop_name` and `stop_sentence`. That is the range the model answered over on engine 0.10.1 from its own worked example, in the model's own words.
95
 
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  ```python
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  from datasets import load_dataset
 
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  ## The people whose measurements these models were compared with
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+ On engine 0.10.1, which these rows were made on, many a model had an edge because someone measured something real up to that point and no further; since 0.11, past what a model was tested for, it keeps going with the same equations and flags every step, and it stops only at a mathematical or physical limit, and says why. These are the people who did the measuring, or the published calculation a model was compared with. None of their data is in this dataset; full references are in [`CREDITS.md`](CREDITS.md).
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  | Model | The real thing | Measured or calculated by |
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  |---|---|---|