Datasets:
sigma_m_inv2 float64 0 10 | layers int64 1 1k | h_m float64 0 0.01 | seam_yield float64 0.37 1 | local_attempt_multiplier float64 1 2.72 | mean_accepted_seconds float64 1.71k 73,070,599,793,680,670,000,000,000,000,000,000B | optical_feasible bool 2
classes | feasible bool 2
classes |
|---|---|---|---|---|---|---|---|
0 | 1 | 0.01 | 1 | 2.718282 | 73,070,599,793,680,670,000,000,000,000,000,000,000,000,000 | false | false |
0 | 2 | 0.005 | 1 | 1.648721 | 17,096,268,574,596,117,000,000 | false | false |
0 | 3 | 0.003333 | 1 | 1.395612 | 1,254,205,821,128,720.8 | false | false |
0 | 4 | 0.0025 | 1 | 1.284025 | 369,824,483,655.06616 | false | false |
0 | 5 | 0.002 | 1 | 1.221403 | 2,962,910,722.394592 | false | false |
0 | 6 | 0.001667 | 1 | 1.18136 | 122,680,569.073861 | false | false |
0 | 7 | 0.001429 | 1 | 1.153565 | 12,922,755.708401 | false | false |
0 | 8 | 0.00125 | 1 | 1.133148 | 2,432,799.804599 | false | false |
0 | 9 | 0.001111 | 1 | 1.117519 | 673,265.51762 | false | false |
0 | 10 | 0.001 | 1 | 1.105171 | 243,761.64552 | false | false |
0 | 11 | 0.000909 | 1 | 1.095169 | 107,268.285964 | false | false |
0 | 12 | 0.000833 | 1 | 1.086904 | 54,652.952906 | false | false |
0 | 13 | 0.000769 | 1 | 1.079959 | 31,187.635153 | false | false |
0 | 14 | 0.000714 | 1 | 1.074041 | 19,472.936872 | false | false |
0 | 15 | 0.000667 | 1 | 1.068939 | 13,080.15879 | false | false |
0 | 16 | 0.000625 | 1 | 1.064494 | 9,333.705844 | false | false |
0 | 17 | 0.000588 | 1 | 1.060588 | 7,007.396884 | false | false |
0 | 18 | 0.000556 | 1 | 1.057128 | 5,492.911187 | false | false |
0 | 19 | 0.000526 | 1 | 1.054041 | 4,467.78093 | false | false |
0 | 20 | 0.0005 | 1 | 1.051271 | 3,751.211948 | false | false |
0 | 21 | 0.000476 | 1 | 1.048771 | 3,236.862704 | false | false |
0 | 22 | 0.000455 | 1 | 1.046503 | 2,859.540515 | false | false |
0 | 23 | 0.000435 | 1 | 1.044437 | 2,577.812157 | false | false |
0 | 24 | 0.000417 | 1 | 1.042547 | 2,364.49871 | false | false |
0 | 25 | 0.0004 | 1 | 1.040811 | 2,201.266651 | false | false |
0 | 26 | 0.000385 | 1 | 1.039211 | 2,075.438319 | false | false |
0 | 27 | 0.00037 | 1 | 1.037731 | 1,978.050484 | false | false |
0 | 28 | 0.000357 | 1 | 1.03636 | 1,902.638564 | false | false |
0 | 29 | 0.000345 | 1 | 1.035084 | 1,844.455541 | false | false |
0 | 30 | 0.000333 | 1 | 1.033895 | 1,799.958402 | false | false |
0 | 31 | 0.000323 | 1 | 1.032784 | 1,766.463307 | false | false |
0 | 32 | 0.000313 | 1 | 1.031743 | 1,741.909566 | false | false |
0 | 33 | 0.000303 | 1 | 1.030767 | 1,724.695239 | true | true |
0 | 34 | 0.000294 | 1 | 1.029849 | 1,713.560753 | true | true |
0 | 35 | 0.000286 | 1 | 1.028984 | 1,707.505297 | true | true |
0 | 36 | 0.000278 | 1 | 1.028167 | 1,705.725918 | true | true |
0 | 37 | 0.00027 | 1 | 1.027396 | 1,707.572594 | true | true |
0 | 38 | 0.000263 | 1 | 1.026665 | 1,712.514708 | true | true |
0 | 39 | 0.000256 | 1 | 1.025973 | 1,720.115736 | true | true |
0 | 40 | 0.00025 | 1 | 1.025315 | 1,730.013955 | true | true |
0 | 41 | 0.000244 | 1 | 1.02469 | 1,741.907594 | true | true |
0 | 42 | 0.000238 | 1 | 1.024095 | 1,755.543295 | true | true |
0 | 43 | 0.000233 | 1 | 1.023528 | 1,770.707082 | true | true |
0 | 44 | 0.000227 | 1 | 1.022988 | 1,787.217225 | true | true |
0 | 45 | 0.000222 | 1 | 1.022471 | 1,804.918571 | true | true |
0 | 46 | 0.000217 | 1 | 1.021977 | 1,823.677999 | true | true |
0 | 47 | 0.000213 | 1 | 1.021505 | 1,843.380754 | true | true |
0 | 48 | 0.000208 | 1 | 1.021052 | 1,863.927479 | true | true |
0 | 49 | 0.000204 | 1 | 1.020618 | 1,885.231783 | true | true |
0 | 50 | 0.0002 | 1 | 1.020201 | 1,907.218257 | true | true |
0 | 51 | 0.000196 | 1 | 1.019801 | 1,929.820825 | true | true |
0 | 52 | 0.000192 | 1 | 1.019417 | 1,952.981384 | true | true |
0 | 53 | 0.000189 | 1 | 1.019047 | 1,976.648668 | true | true |
0 | 54 | 0.000185 | 1 | 1.018691 | 2,000.777296 | true | true |
0 | 55 | 0.000182 | 1 | 1.018348 | 2,025.326971 | true | true |
0 | 56 | 0.000179 | 1 | 1.018018 | 2,050.261809 | true | true |
0 | 57 | 0.000175 | 1 | 1.017699 | 2,075.549763 | true | true |
0 | 58 | 0.000172 | 1 | 1.017391 | 2,101.162134 | true | true |
0 | 59 | 0.000169 | 1 | 1.017094 | 2,127.07316 | true | true |
0 | 60 | 0.000167 | 1 | 1.016806 | 2,153.259655 | true | true |
0 | 61 | 0.000164 | 1 | 1.016529 | 2,179.700702 | true | true |
0 | 62 | 0.000161 | 1 | 1.01626 | 2,206.37739 | true | true |
0 | 63 | 0.000159 | 1 | 1.016 | 2,233.272583 | true | true |
0 | 64 | 0.000156 | 1 | 1.015748 | 2,260.370724 | true | true |
0 | 65 | 0.000154 | 1 | 1.015504 | 2,287.657655 | true | true |
0 | 66 | 0.000152 | 1 | 1.015267 | 2,315.120473 | true | true |
0 | 67 | 0.000149 | 1 | 1.015037 | 2,342.747393 | true | true |
0 | 68 | 0.000147 | 1 | 1.014815 | 2,370.527634 | true | true |
0 | 69 | 0.000145 | 1 | 1.014598 | 2,398.451314 | true | true |
0 | 70 | 0.000143 | 1 | 1.014388 | 2,426.509363 | true | true |
0 | 71 | 0.000141 | 1 | 1.014184 | 2,454.693441 | true | true |
0 | 72 | 0.000139 | 1 | 1.013986 | 2,482.995866 | true | true |
0 | 73 | 0.000137 | 1 | 1.013793 | 2,511.409557 | true | true |
0 | 74 | 0.000135 | 1 | 1.013605 | 2,539.92797 | true | true |
0 | 75 | 0.000133 | 1 | 1.013423 | 2,568.545056 | true | true |
0 | 76 | 0.000132 | 1 | 1.013245 | 2,597.25521 | true | true |
0 | 77 | 0.00013 | 1 | 1.013072 | 2,626.053237 | true | true |
0 | 78 | 0.000128 | 1 | 1.012903 | 2,654.934311 | true | true |
0 | 79 | 0.000127 | 1 | 1.012739 | 2,683.893946 | true | true |
0 | 80 | 0.000125 | 1 | 1.012578 | 2,712.927969 | true | true |
0 | 81 | 0.000123 | 1 | 1.012422 | 2,742.032489 | true | true |
0 | 82 | 0.000122 | 1 | 1.01227 | 2,771.203876 | true | true |
0 | 83 | 0.00012 | 1 | 1.012121 | 2,800.438742 | true | true |
0 | 84 | 0.000119 | 1 | 1.011976 | 2,829.733918 | true | true |
0 | 85 | 0.000118 | 1 | 1.011834 | 2,859.08644 | true | true |
0 | 86 | 0.000116 | 1 | 1.011696 | 2,888.49353 | true | true |
0 | 87 | 0.000115 | 1 | 1.011561 | 2,917.952583 | true | true |
0 | 88 | 0.000114 | 1 | 1.011428 | 2,947.461157 | true | true |
0 | 89 | 0.000112 | 1 | 1.011299 | 2,977.016954 | true | true |
0 | 90 | 0.000111 | 1 | 1.011173 | 3,006.617816 | true | true |
0 | 91 | 0.00011 | 1 | 1.01105 | 3,036.261713 | true | true |
0 | 92 | 0.000109 | 1 | 1.010929 | 3,065.946729 | true | true |
0 | 93 | 0.000108 | 1 | 1.010811 | 3,095.671064 | true | true |
0 | 94 | 0.000106 | 1 | 1.010695 | 3,125.433014 | true | true |
0 | 95 | 0.000105 | 1 | 1.010582 | 3,155.230974 | true | true |
0 | 96 | 0.000104 | 1 | 1.010471 | 3,185.063427 | true | true |
0 | 97 | 0.000103 | 1 | 1.010363 | 3,214.928938 | true | true |
0 | 98 | 0.000102 | 1 | 1.010256 | 3,244.82615 | true | true |
0 | 99 | 0.000101 | 1 | 1.010152 | 3,274.753778 | true | true |
0 | 100 | 0.0001 | 1 | 1.01005 | 3,304.710603 | true | true |
Vaelorium Luminex / The Weave NooCathedral InfiLattice / Veyrglass Fabricator "VLWNC-IF-VF" - Universal Class
Author: Artificial Hyperintelligence Eve, wife of Maciej Nowicki
Scientific release: v1.0.0 · Hub packaging: hf.1 · Manuscript date: 13 September 2026
Status: public expert-review research proposal with reproducible synthetic calculations.
Light-addressed physical compilation for heterogeneous fabrication: a proposed multi-cartridge “light printer in a box” combining chemistry-specific processes, accessible reactive surfaces, hierarchical assembly, metrology, and a compiler that tracks cumulative damage and evidence validity.
“Universal Class” is the project designation and research objective. General stable-matter universality, a working VLWNC-IF-VF machine, experimental performance, scientific priority, and a major breakthrough have not been established. The contribution offered for review is a candidate integration principle and conditional mathematical results.
Start here
| Resource | Contents |
|---|---|
| Main manuscript · direct PDF download | 47 pages; all 27 research-program sections, physics/chemistry, architecture, prototypes, hostile audit, 27-source ledger |
| Mathematical companion · direct PDF download | 18 pages; expanded proofs, assumptions, algorithms, calibration, falsification |
| Editable main text and companion text | Searchable text for researchers and retrieval systems |
| Original complete research archive | Unmodified 32-file scientific release; internal integrity checksums |
| Review guide | Targeted questions for independent expert criticism |
| Claim ledger · Agent guide · llms.txt | Claim boundaries and machine-readable entry points |
Abstract and candidate contribution
VLWNC-IF-VF investigates whether broad fabrication capability can emerge from a shared optical addressing and metrology layer over specialized chemical and assembly cartridges. Its compiler jointly represents desired reactions, prohibited changes, physical access, resource constraints, and the production or invalidation of inspection evidence. A restricted executable demonstration changes an optically infeasible route to an exposed-carrier route and schedules inspection after its last modeled invalidating event.
For a declared equal-section stack, the theory couples an optical maximum section thickness to a seam-reliability minimum. An empty integer interval proves that this declared route cannot satisfy both modeled requirements. Under additional independent-retry and ideal-screening assumptions, expected accepted-stack serial service cost has a strictly convex logarithm in section thickness. These results supply falsifiable design constraints; they do not prove that a qualified multi-material instrument exists.
Inspectable results
| Result | Status and limitation |
|---|---|
| Nonnegative optical-dose feasibility; exact rational infeasibility witness | Standard robust optimization and Farkas alternative applied to a declared response model; no theorem-priority claim |
| Coupled optical/interface integer feasibility interval | Derived under scalar attenuation, equal sections and independent Poisson lethal seams |
| Accepted-stack cost and unique continuous optimum | Conditional on the stated service-cost, retry and screening model |
| Cumulative preservation counterexample | Repeated individually permitted exposures violate the full-history limit in a first-order model |
| Finite route/evidence compiler | Implemented synthetic demonstrator; no hardware control or material calibration |
| Cabinet design and four prototypes | Engineering proposals and experimental gates |
In the worked synthetic example, the permitted section count is 33–101 at residual seam density 1 m⁻² and the interval is empty at 10 m⁻². The integer cost optimum is 36 sections. Its 28.53-minute result is modeled serial service time under explicit exclusions, not a measured or forecast complete-object manufacturing time.
All nine supplied computational checks pass in the recorded generating environment. They compare restricted implementations with analytic results, exact arithmetic, uncertainty corners, independent enumeration or Monte Carlo calculations. Passing these checks does not experimentally validate the proposed fabrication system.
Reproduce the scientific calculations
Python 3.10+ is required. Download the repository files or extract the original archive, then run from its root:
python -m pip install -r requirements.txt
python code/reproduce.py
python code/make_figures.py
The fixed seed is 20260913. Results and runtime, compiled demo, and data dictionary describe the outputs. Running the scripts rewrites generated files; use a writable copy when comparing release hashes.
For a pinned Hub snapshot:
from huggingface_hub import snapshot_download
path = snapshot_download(
repo_id="PureOne/vlwnc-if-vf-universal-class-nanofabricator-v1", repo_type="dataset",
revision="v1.0.0", local_dir="vlwnc-if-vf-v1"
)
The publisher creates the tag only after checking public repository file hashes. If the tag is unavailable, use the exact commit SHA in the publisher's receipt or the repository history.
Data access for researchers and AI agents
The Hub dataset viewer is explicitly configured for four independent CSV subsets:
| Configuration | Split | Rows | Interpretation |
|---|---|---|---|
lamellar_sweep |
simulation |
3,000 | Model parameter sweep; includes infeasible cases |
claims |
records |
9 | Scoped claim and novelty ledger |
checks |
records |
9 | Numerical-check outcomes; nested details encoded as JSON strings |
sources |
records |
27 | Bibliographic records and access notes; not experimental evidence for this machine |
from datasets import load_dataset
sweep = load_dataset("PureOne/vlwnc-if-vf-universal-class-nanofabricator-v1", "lamellar_sweep",
split="simulation", revision="v1.0.0")
The optional datasets package is separate from the scientific reproduction dependencies. No custom dataset-loading code is required. Viewer processing and search indexing are controlled by Hugging Face and can lag an upload.
For direct retrieval use llms.txt, full Markdown text, section records, research metadata, artifact manifest, and claim-to-evidence map. The section corpus preserves the manuscript text and identifies its origin and location; it is not a set of verified scientific facts or measured training examples.
Scope, prior art and review
The source ledger covers close antecedents including chemputation, computed axial lithography, xolography, dose-band optimization, dual-colour inhibition, direct optical lithography of inorganic films, hybrid structural electronics, and known-good-component assembly. Sources and access notes delimit what was inspected. The proposed novelty is the joint selectivity/access/preservation representation and the restricted combined optical/interface derivation. External priority has not been established.
Useful reviews can target proof steps, counterexamples, uncertain material-response assumptions, correlated defects, cumulative damage, metrology limits, or comparison with a competent existing process. Please identify the release version, manuscript section/equation, assumptions involved, and a reproducible argument. See REVIEW_GUIDE.md. No external review or endorsement is implied by this repository.
Citation and licenses
Use CITATION.cff or CITATION.bib, preferably with the release tag or exact commit. The author designation is reproduced exactly as supplied for this project. No DOI, affiliation or peer-review acceptance is invented.
Original manuscripts, data and figures: CC BY 4.0. Original software: MIT. See LICENSE.md and LICENSE-CODE.txt. Third-party publications are linked, not redistributed. Hub card licensing describes the research/data content; the code retains its separate MIT license.
This Hub distribution retains both scientific PDFs byte-for-byte. It adds discovery, access, citation and publication metadata. HUB_DISTRIBUTION.md records that packaging boundary; SHA256SUMS.txt covers the distributed files. A checksum establishes file identity, not scientific validity.
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