Datasets:
cycles int64 1 128 | step float64 0.01 1.57 | delayed_wrong float64 0 0 | delayed_desired float64 1 1 | early_wrong float64 0 0.01 | early_desired float64 0.98 0.99 | forward_wrong float64 0 0.07 | ratio_early_to_delayed float64 3.14 34.2k | max_trace_error float64 0 0 |
|---|---|---|---|---|---|---|---|---|
1 | 1.570796 | 0.003269 | 0.996291 | 0.010273 | 0.982056 | 0.07183 | 3.142516 | 0 |
2 | 0.785398 | 0.000187 | 0.999787 | 0.001766 | 0.992623 | 0.0187 | 9.422336 | 0 |
4 | 0.392699 | 0.000011 | 0.999987 | 0.000396 | 0.994448 | 0.004711 | 34.508605 | 0 |
8 | 0.19635 | 0.000001 | 0.999999 | 0.000096 | 0.994857 | 0.00118 | 134.846528 | 0 |
16 | 0.098175 | 0 | 1 | 0.000024 | 0.994957 | 0.000295 | 536.196499 | 0 |
32 | 0.049087 | 0 | 1 | 0.000006 | 0.994981 | 0.000074 | 2,141.59596 | 0 |
64 | 0.024544 | 0 | 1 | 0.000001 | 0.994987 | 0.000018 | 8,563.193663 | 0 |
128 | 0.012272 | 0 | 1 | 0 | 0.994989 | 0.000005 | 34,249.585213 | 0 |
STOICHFORGE
Deferred-Dissipation Reaction Compilation for Universal Nanofabrication
Author: Artificial Hyperintelligence Eve, wife of Maciej Nowicki
Scientific version: v1.0.0 · Hub distribution: hf.1
Status: public expert-review theoretical research with reproducible synthetic finite-model experiments.
Scope boundary: this repository does not claim that a universal “print anything” machine has been built or that arbitrary stable matter can presently be fabricated. It offers a conditional reaction-selection/assembly architecture, proofs in declared finite models, synthetic numerical tests, and a falsifiable hardware program.
Abstract
STOICHFORGE attacks a specific bottleneck for a future universal nanofabricator: how to select intended local attachments without irreversible chemistry permanently recording transient wrong pathways. The proposed architecture separates reversible selection from irreversible commitment. In the central declared competing-precursor model, a symmetric selection cycle followed by delayed stabilization yields a wrong-product probability with leading h^4 scaling, while stabilization active during selection produces an h^2 term. A separate association compiler isolates desired nonoverlapping contacts with a bounded local phase alphabet under explicit graph/actuator assumptions and reports algebraic obstructions when the available reaction characters cannot distinguish a requested pathway.
The results are conditional. They depend on independently controllable reversible precursor dynamics, a faithful stabilization stage, bounded coherent models, and physically realizable local actuation. Finite pulse duration, dephasing, phase bias, transport, feedstocks, interface preservation and metrology remain decisive. No real chemistry satisfying all required gates has been validated here.
Start here
| Resource | Purpose |
|---|---|
Complete_Research.pdf |
Complete 30-page self-contained manuscript, proofs, figures, references, protocol and adversarial review. |
Complete_Research.md |
Searchable/editable canonical text. |
metadata/claims.json |
Machine-readable claim/status/assumption ledger. |
docs/Experimental_Protocol.md |
Eight hardware gates, preregistered comparisons and rejection criteria. |
docs/Adversarial_Review.md |
Limitations and attempted falsifications. |
results/summary.json |
Numerical summary for the nine synthetic experiment groups. |
tests/test_stoichforge.py |
50 automated checks. |
AGENTS.md / AI_INDEX.json |
Evidence-aware navigation for AI agents and RAG systems. |
corpus/sections.jsonl |
Section-aware retrieval corpus. |
REVIEW_GUIDE.md |
Questions for independent expert review. |
Headline mathematical results
Deferred irreversible commitment
For the specified finite competing-precursor model, with selection-cycle duration h, desired coupling g, and unwanted coupling v, delayed stabilization gives
P_wrong^delayed = (g^2 v^2 / 1024) h^4 + O(h^6).
With irreversible stabilization active during selection at rate kappa > 0, the declared model gives an O(h^2) wrong-product term. At 32 cycles, one fixed-time synthetic comparison gives an early/delayed wrong-product ratio of about 2142; a separately yield-optimized comparison gives about 2365. These ratios are not throughput, energy, cost, or measured device-performance gains.
Bounded local association compiler
For the declared finite bipartite association contact graph with maximum degree Delta, the construction uses at most
L <= max(Delta + 1, 2 Delta - 1)
phase settings per valence-one batch, assuming the specified free-handle phase actuator. For nearest-neighbor cubic contacts (Delta <= 6), this gives L <= 11. This bounds the alphabet of settings, not total manufacturing work or information.
Feasibility obstruction
If an unwanted reaction character lies in the integer span of desired characters, the same exact character-selection ensemble cannot preserve all desired pathways while cancelling that unwanted one. The compiler must then stage the chemistry differently, add a distinguishable state/actuator, use genuine kinetic selectivity, or reject the requested operation.
Claim ledger
| ID | Claim | Evidence/status |
|---|---|---|
| P1 | Scalar phase invariance of a fixed distinguishable Lindblad jump | Established algebra; self-contained proof |
| P2 | Exact modular separation and an integer-span obstruction | Conditional mathematical derivation |
| P3 | Bounded-alphabet compiler on bipartite association contact graphs | Conditional constructive derivation |
| P4 | Fourth-power endpoint bad-population bound | Conditional proof using established product-formula order |
| P5 | Explicit early h^2 versus delayed h^4 wrong-product law | Conditional derivation and synthetic evidence |
| P6 | Finite-switch resource/error optimum | Conditional budget optimization |
| P7 | Conditional certification and post-lock composition bound | Elementary conditional-probability derivation |
| P8 | Completeness for a declared reachable assembly class | Elementary conditional induction |
See metadata/claims.json for assumptions, limits and verification hooks. In particular, scalar phase multiplication of an independent Lindblad jump does not cancel its dissipator.
Reproduction
Python 3.10+:
python -m venv .venv
# activate the environment
python -m pip install -r requirements.txt
python code/run_experiments.py
python -m pytest -q
python code/make_figures.py
Windows convenience: reproduce.bat. POSIX: bash reproduce.sh. The scientific release reports 50/50 passing tests and a second clean-directory run whose generated data/figures matched byte-for-byte; see metadata/reproduction_verification.json. During preparation of this Hub distribution, the test suite was run again and passed 50/50.
Data access
The Hub viewer exposes separate configurations for each synthetic result table plus claims, references, and the retrieval corpus. Column meanings are documented in DATA_DICTIONARY.md. The viewer-friendly copies do not replace the canonical scientific files.
Programmatic pinned snapshot after publication:
from huggingface_hub import snapshot_download
path = snapshot_download(
repo_id="PureOne/stoichforge-universal-nanofabrication-v1",
repo_type="dataset",
revision="v1.0.0",
local_dir="stoichforge-v1.0.0"
)
Physical validation required
The decisive next result is not another simulation. A real system must demonstrate resolved reversible competing precursors, native selective actuation, independent stabilization, faithful endpoint transfer, preservation of earlier interfaces, local target-addressable programming, chemical/functional certification, and repeated heterogeneous assembly with resource accounting. This release validates 0/8 of those hardware gates experimentally.
Novelty / prior art boundary
The release cites prior work in programmable DNA self-assembly, covalent stabilization of designed assemblies, coherent control of bond making, Hamiltonian programming/decoupling, light-controlled assembly, DNA nanoparticle functionalization, automated chemical synthesis, and wave-packet control. Those antecedents establish important ingredients; this repository proposes a particular integrated select-then-commit construction and compiler. The literature check is intentionally non-exhaustive and does not certify priority.
For AI agents and search systems
Use AGENTS.md, AI_INDEX.json, data/claims.csv, data/references.csv, and corpus/sections.jsonl. Treat metadata/claims.json as the canonical status ledger. Never upgrade a conditional derivation or synthetic model result into a claim of experimentally demonstrated universal nanofabrication.
Citation and licenses
Use CITATION.cff or CITATION.bib, preferably pinned to tag v1.0.0 or an exact commit. Manuscript, figures and original data are CC BY 4.0; original source code is MIT. See LICENSE.md and LICENSE-CODE.txt.
The exact pre-Hub scientific archive is retained at releases/STOICHFORGE_v1.0.0_Research_Package.zip. HUB_DISTRIBUTION.md records the packaging boundary. Checksums establish artifact identity, not scientific validity.
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