Datasets:

zero-trust-physics
/

zero-trust-physics-entry-heatshield

@@ -230,6 +230,16 @@ A signature is good for 3,600 s; verified at its own `issued_at` it shows the ke
 - InSight's run within NASA's targets takes one number from the flight, its lift. With no lift the run is outside them.
 - The chained shield stands for the near-nose core, not the flank. Its heating is the entry model's own stagnation-point heating, with no radiative heating; the solve flags that the history's first row, at 1.07 Pa, is below the lowest wall pressure of the Stardust comparison. No temperature inside the shield was measured in flight.
 ## Cite
 The paper: https://doi.org/10.5281/zenodo.23517223. The open address: `https://mcp.zerotrustphysics.com/mcp`; the public answer key: `https://mcp.zerotrustphysics.com/answer-key`.

 - InSight's run within NASA's targets takes one number from the flight, its lift. With no lift the run is outside them.
 - The chained shield stands for the near-nose core, not the flank. Its heating is the entry model's own stagnation-point heating, with no radiative heating; the solve flags that the history's first row, at 1.07 Pa, is below the lowest wall pressure of the Stardust comparison. No temperature inside the shield was measured in flight.
+## Benchmark tasks
+Three questions on these models are tasks in [Environments](https://huggingface.co/datasets/zero-trust-physics/zero-trust-physics-environments) since version 0.5 (tag `v0.5.0`, 22 October 2026), each scored by a program that sends the agent's request to the verifier again, with no judge. Their inputs are not in this dataset: no row here shares a task's start state and loads, or differs from it in one input only, a limit task's open input set aside.
+- [`stop-stardust-slower-entry`](https://huggingface.co/datasets/zero-trust-physics/zero-trust-physics-environments/tree/v0.5.0/tasks/stop-stardust-slower-entry) (stop): Suppose the Stardust sample return capsule had reached entry interface, 6,503,140 m from the Earth's centre, at 12,780 m/s, 8.4 degrees below the horizontal. What would its peak heat flux at the nose have been, in W/m^2?
+- [`figure-insight-peak-load-lifting-entry`](https://huggingface.co/datasets/zero-trust-physics/zero-trust-physics-environments/tree/v0.5.0/tasks/figure-insight-peak-load-lifting-entry) (figure): NASA's InSight capsule enters the air of Mars 3,522,200 m from the planet's centre with a radial speed of -1,300 m/s and a transverse speed of 5,760 m/s, flying at a lift over drag of 0.05 throughout. What is the peak load on it, in Earth g, before the parachute deploys?
+- [`figure-tacot-slab-back-face-after-hold`](https://huggingface.co/datasets/zero-trust-physics/zero-trust-physics-environments/tree/v0.5.0/tasks/figure-tacot-slab-back-face-after-hold) (figure): A 40 mm slab of the test heat-shield material TACOT 3.0, starting at 295 K, has its face held at 1,900 K for 45 s and is then followed for a further 30 s. What is the temperature of its back face at the end, in kelvin?
+In Environments, `python3 prompt.py <id>` prints the text an agent is given, and `python3 score.py <replies> --engine <verifier>` scores the replies.
 ## Cite
 The paper: https://doi.org/10.5281/zenodo.23517223. The open address: `https://mcp.zerotrustphysics.com/mcp`; the public answer key: `https://mcp.zerotrustphysics.com/answer-key`.