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  1. README.md +13 -13
README.md CHANGED
@@ -28,7 +28,7 @@ AI generators now propose crystals much faster than anyone checks them with phys
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  open record of what happens when you do check: most candidates that look stable to a machine-learned model turn
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  out to be known compounds, or less stable than their real competitors, once the competitors are taken seriously.
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- Built 2026-11-06. Rebuilt nightly while the pipeline runs. Mirrors: [Hugging Face](https://huggingface.co/datasets/zer0contextlost/crystal-lab-data);
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  raw Quantum ESPRESSO calculations parsed and searchable on [NOMAD](https://nomad-lab.eu/prod/v1/gui/search/entries?upload_id=kNO0ljjeTyK0l_lX9522Ww) (snapshot of 2026-11-01), plus the #1856 SrCaCdP2 phonon runs ([upload of 2026-11-06](https://nomad-lab.eu/prod/v1/gui/search/entries?upload_id=VJuk3Rs9RjKGtpU7TdSF3g)).
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  ## 2026-11-03: stricter novelty rule
@@ -46,11 +46,11 @@ METHODS.md §3 and §7, and in the `prior_reports` column of `dft_results.csv`.
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  | | count |
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  |---|---|
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- | Structures generated | 5756 |
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- | Kept as "discoveries" (stable by ML, and the composition is not reported in any database or paper we check) | 869 |
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- | ML hull check finished | 540 |
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  | ML hull check at or below 0 eV/atom | 0 |
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- | DFT jobs (passes / fails / still running or queued) | 9 (2 / 2 / 5) |
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  ### How the prompts were chosen, and how each way does
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  On 2026-11-01 the autopilot switched from random formulas to mostly substitution-based prompts (see METHODS.md).
@@ -61,16 +61,16 @@ New rows need a few nights of hull checks before their numbers mean much.
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  | prompt mode | skipped as already known | structures | new | ML hull checked | median e_hull (eV/atom) | within 0.05 | DFT passes |
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  |---|---|---|---|---|---|---|---|
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- | random formula (before 11-01) | 0 | 3713 | 696 | 459 | 0.399 | 0 | 0 |
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- | surprise (before 11-01) | 0 | 1681 | 101 | 53 | 0.141 | 6 | 2 |
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- | substitution | 153 | 207 | 52 | 27 | 0.216 | 0 | 0 |
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- | random | 60 | 64 | 15 | 1 | 0.762 | 0 | 0 |
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- | surprise | 119 | 59 | 5 | 0 | - | 0 | 0 |
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- | control | 0 | 22 | 0 | 0 | - | 0 | 0 |
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  | human | 0 | 10 | 0 | 0 | - | 0 | 0 |
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- ML verdicts: unstable 2086, rock solid 1433, plausible 1293, borderline 768, falls apart 176.
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- Novelty at generation time: skipped 3030, known 976, known composition 876, new composition 869, rediscovered 5.
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  ### Files
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  - `structures.jsonl.gz`: one JSON object per structure: formula, space group, CIF, how the prompt was chosen
 
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  open record of what happens when you do check: most candidates that look stable to a machine-learned model turn
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  out to be known compounds, or less stable than their real competitors, once the competitors are taken seriously.
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+ Built 2026-11-07. Rebuilt nightly while the pipeline runs. Mirrors: [Hugging Face](https://huggingface.co/datasets/zer0contextlost/crystal-lab-data);
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  raw Quantum ESPRESSO calculations parsed and searchable on [NOMAD](https://nomad-lab.eu/prod/v1/gui/search/entries?upload_id=kNO0ljjeTyK0l_lX9522Ww) (snapshot of 2026-11-01), plus the #1856 SrCaCdP2 phonon runs ([upload of 2026-11-06](https://nomad-lab.eu/prod/v1/gui/search/entries?upload_id=VJuk3Rs9RjKGtpU7TdSF3g)).
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  ## 2026-11-03: stricter novelty rule
 
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  | | count |
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  |---|---|
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+ | Structures generated | 5815 |
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+ | Kept as "discoveries" (stable by ML, and the composition is not reported in any database or paper we check) | 887 |
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+ | ML hull check finished | 560 |
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  | ML hull check at or below 0 eV/atom | 0 |
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+ | DFT jobs (passes / fails / still running or queued) | 10 (2 / 2 / 6) |
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  ### How the prompts were chosen, and how each way does
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  On 2026-11-01 the autopilot switched from random formulas to mostly substitution-based prompts (see METHODS.md).
 
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  | prompt mode | skipped as already known | structures | new | ML hull checked | median e_hull (eV/atom) | within 0.05 | DFT passes |
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  |---|---|---|---|---|---|---|---|
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+ | random formula (before 11-01) | 0 | 3713 | 696 | 463 | 0.4 | 0 | 0 |
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+ | surprise (before 11-01) | 0 | 1681 | 101 | 56 | 0.131 | 7 | 2 |
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+ | substitution | 183 | 250 | 63 | 39 | 0.199 | 0 | 0 |
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+ | random | 83 | 75 | 20 | 1 | 0.762 | 0 | 0 |
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+ | surprise | 138 | 61 | 7 | 1 | 0.052 | 0 | 0 |
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+ | control | 0 | 25 | 0 | 0 | - | 0 | 0 |
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  | human | 0 | 10 | 0 | 0 | - | 0 | 0 |
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+ ML verdicts: unstable 2101, rock solid 1456, plausible 1302, borderline 775, falls apart 181.
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+ Novelty at generation time: skipped 3057, known 976, known composition 890, new composition 887, rediscovered 5.
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  ### Files
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  - `structures.jsonl.gz`: one JSON object per structure: formula, space group, CIF, how the prompt was chosen