Artifact Catalog
Genesis Principles, Specs, Benchmarks, and Solutions deployed in testnet. Download any bundle (Markdown + JSON + code/reports), polish with your favorite LLM, and resubmit for mainnet promotion.
All artifacts below are testnet until founder review promotes them to mainnet. Want to claim ownership of a bundle? Download it, polish the Markdown, and resubmit via /submit.
Spec
· 531 artifactsWidefield Fluorescence Mismatch-Only Spec
L1-001
Low-Dose Widefield Fluorescence (photon-starved Airy deconvolution) Mismatch-Only Spec
L1-002
CASSI Mismatch-Only Spec (KAIST benchmark family)
L1-003
CACTI Mismatch-Only Spec (standard SCI video benchmark family)
L1-004
Structured Illumination Microscopy (SIM) — lateral 2x resolution Mismatch-Only Spec
L1-005
Light Sheet Fluorescence Microscopy (LSFM / SPIM) Mismatch-Only Spec
L1-006
Fluorescence Lifetime Imaging Microscopy (FLIM) Mismatch-Only Spec
L1-007
Fourier Ptychographic Microscopy (FPM) Mismatch-Only Spec
L1-008
Two-Photon Microscopy (chi-3 NLO excitation) Mismatch-Only Spec
L1-009
Stimulated Emission Depletion (STED) — donut super-resolution Mismatch-Only Spec
L1-010
PALM / STORM (single-molecule localization microscopy) Mismatch-Only Spec
L1-011
Total Internal Reflection Fluorescence (TIRF) Mismatch-Only Spec
L1-012
Polarization Microscopy (Stokes / birefringence imaging) Mismatch-Only Spec
L1-013
Expansion Microscopy (ExM) — physical hydrogel expansion Mismatch-Only Spec
L1-014
MINFLUX (minimum-photon single-molecule localization) Mismatch-Only Spec
L1-015
Image Scanning Microscopy (ISM) — pixel reassignment super-resolution Mismatch-Only Spec
L1-016
Zernike Phase-Contrast Microscopy Mismatch-Only Spec
L1-017
Differential Interference Contrast (DIC / Nomarski) Microscopy Mismatch-Only Spec
L1-018
Darkfield Microscopy (oblique-illumination scattering imaging) Mismatch-Only Spec
L1-019
Lattice Light Sheet Microscopy (LLSM) — Bessel-lattice 3D imaging Mismatch-Only Spec
L1-020
Second Harmonic Generation (SHG) Microscopy Mismatch-Only Spec
L1-021
Spinning Disk Confocal (Nipkow) Microscopy Mismatch-Only Spec
L1-022
Three-Photon Microscopy (chi-5 deep-tissue imaging) Mismatch-Only Spec
L1-023
DNA-PAINT (transient DNA-hybridization localization microscopy) Mismatch-Only Spec
L1-024
CASSI Mismatch-Only Spec (KAIST benchmark family)
L1-025
Single-Pixel Imaging Mismatch-Only Spec
L1-026
CACTI Mismatch-Only Spec (SCI video benchmark family)
L1-027
Gaussian Matrix Sensing Mismatch-Only Spec
L1-028
Computed Tomography (CT) — fan/cone-beam X-ray reconstruction Mismatch-Only Spec
L1-029
Magnetic Resonance Imaging (MRI) — proton-density / T1 / T2 contrast Mismatch-Only Spec
L1-030
Planar X-ray Radiography Mismatch-Only Spec
L1-031
Clinical B-mode Ultrasound Mismatch-Only Spec
L1-032
Positron Emission Tomography (PET) Mismatch-Only Spec
L1-033
Single-Photon Emission Computed Tomography (SPECT) Mismatch-Only Spec
L1-034
Fluoroscopy (real-time X-ray) Mismatch-Only Spec
L1-035
Digital Mammography Mismatch-Only Spec
L1-036
Dual-Energy X-ray Absorptiometry (DEXA) Mismatch-Only Spec
L1-037
Cone-Beam CT (CBCT) — dental / interventional Mismatch-Only Spec
L1-038
X-ray Angiography (DSA) Mismatch-Only Spec
L1-039
Diffuse Optical Tomography (DOT) Mismatch-Only Spec
L1-040
Photoacoustic Tomography (PAT) Mismatch-Only Spec
L1-041
Optical Coherence Tomography (OCT) Mismatch-Only Spec
L1-042
Functional MRI (BOLD) Mismatch-Only Spec
L1-043
Magnetic Resonance Spectroscopy (MRS) Mismatch-Only Spec
L1-044
Diffusion MRI (DWI / DTI / HARDI) Mismatch-Only Spec
L1-045
Doppler Ultrasound (color / spectral) Mismatch-Only Spec
L1-046
Elastography (Shear-Wave / Strain) Mismatch-Only Spec
L1-047
Fiber-Optic Endoscopy Mismatch-Only Spec
L1-048
Fundus Imaging (retinal photography) Mismatch-Only Spec
L1-049
OCT Angiography (OCTA) Mismatch-Only Spec
L1-050
Proton Therapy (proton-beam radiation dose imaging) Mismatch-Only Spec
L1-051
Brachytherapy Dose Imaging Mismatch-Only Spec
L1-052
Electronic Portal Imaging (EPID) Mismatch-Only Spec
L1-053
Photon-Counting CT (PCCT) — spectral detector CT Mismatch-Only Spec
L1-054
Magnetic Resonance Elastography (MRE) Mismatch-Only Spec
L1-055
Chemical Exchange Saturation Transfer (CEST) MRI Mismatch-Only Spec
L1-056
Arterial Spin Labeling (ASL) MRI Mismatch-Only Spec
L1-057
MR Angiography (time-of-flight / phase-contrast) Mismatch-Only Spec
L1-058
Susceptibility-Weighted Imaging (SWI) Mismatch-Only Spec
L1-059
MR Fingerprinting (MRF) Mismatch-Only Spec
L1-060
Intravascular Ultrasound (IVUS) Mismatch-Only Spec
L1-061
Contrast-Enhanced Ultrasound (CEUS) Mismatch-Only Spec
L1-062
Digital Breast Tomosynthesis (DBT) Mismatch-Only Spec
L1-063
Confocal Laser Endomicroscopy (CLE) Mismatch-Only Spec
L1-064
Functional Near-Infrared Spectroscopy (fNIRS) Mismatch-Only Spec
L1-065
Electrical Impedance Tomography (EIT) Mismatch-Only Spec
L1-066
Magnetoencephalography (MEG) Mismatch-Only Spec
L1-067
Electroencephalography (EEG) Mismatch-Only Spec
L1-068
Magnetic Particle Imaging (MPI) Mismatch-Only Spec
L1-069
Ptychography Mismatch-Only Spec
L1-070
Off-Axis Digital Holography Mismatch-Only Spec
L1-071
CDI Mismatch-Only Spec (shrinkwrap-assisted single-pattern recovery)
L1-072
ODT Rytov-Regime Mismatch-Only Spec
L1-073
Talbot-Lau 3-Grating Mismatch-Only Spec
L1-074
DiffuserCam Mismatch-Only Spec
L1-075
Multi-Focus Fusion Mismatch-Only Spec
L1-076
Coded-Exposure Mismatch-Only Spec
L1-077
Event Camera Intensity Reconstruction Mismatch-Only Spec
L1-078
HDR Multi-Exposure Fusion Mismatch-Only Spec
L1-079
Light-Field Decoding Mismatch-Only Spec
L1-080
Integral Photography Decoding Mismatch-Only Spec
L1-081
NeRF Novel-View Synthesis Mismatch-Only Spec
L1-082
3DGS Novel-View Synthesis Mismatch-Only Spec
L1-083
Scanning Electron Microscopy (SEM) — secondary-electron surface imaging Mismatch-Only Spec
L1-084
Transmission Electron Microscopy (TEM) — thin-section contrast imaging Mismatch-Only Spec
L1-085
Electron Tomography — tilt-series 3D reconstruction Mismatch-Only Spec
L1-086
Scanning TEM (STEM) — HAADF / BF imaging with convergent beam Mismatch-Only Spec
L1-087
4D-STEM — pixelated-detector scanning diffraction imaging Mismatch-Only Spec
L1-088
Electron Backscatter Diffraction (EBSD) — crystallographic orientation mapping Mismatch-Only Spec
L1-089
Electron Energy Loss Spectroscopy (EELS) Mismatch-Only Spec
L1-090
Off-Axis Electron Holography — nanoscale phase imaging Mismatch-Only Spec
L1-091
Cryo-Electron Tomography (cryoET) — in-situ 3D biology at nm scale Mismatch-Only Spec
L1-092
Focused Ion Beam SEM (FIB-SEM) — serial sectioning 3D imaging Mismatch-Only Spec
L1-093
STEM-EDX — X-ray energy-dispersive elemental mapping Mismatch-Only Spec
L1-094
AMCW-ToF Depth Mismatch-Only Spec
L1-095
Scanning LiDAR Mismatch-Only Spec
L1-096
Structured-Light Depth Mismatch-Only Spec
L1-097
Photometric Stereo Mismatch-Only Spec
L1-098
Flash-LiDAR SPAD-Array Mismatch-Only Spec
L1-099
Synthetic Aperture Radar (SAR) — range-Doppler coherent imaging Mismatch-Only Spec
L1-100
Active Sonar — underwater acoustic imaging Mismatch-Only Spec
L1-101
Hyperspectral Imaging (pushbroom / AVIRIS-style) Mismatch-Only Spec
L1-102
Multispectral Imaging (Landsat/Sentinel-2) Mismatch-Only Spec
L1-103
Ground Penetrating Radar (GPR) Mismatch-Only Spec
L1-104
Doppler Weather Radar Mismatch-Only Spec
L1-105
Very Long Baseline Interferometry (VLBI) Mismatch-Only Spec
L1-106
Passive Microwave Radiometry Mismatch-Only Spec
L1-107
Interferometric SAR (InSAR) — deformation + DEM Mismatch-Only Spec
L1-108
Polarimetric SAR (PolSAR) — full-polarimetric decomposition Mismatch-Only Spec
L1-109
Ocean Color Remote Sensing (chlorophyll / CDOM / TSM) Mismatch-Only Spec
L1-110
Industrial Computed Tomography (high-res x-ray CT for NDT) Mismatch-Only Spec
L1-111
X-ray Non-Destructive Testing (2D radiography) Mismatch-Only Spec
L1-112
Phased-Array Ultrasonic Testing (PAUT) Mismatch-Only Spec
L1-113
Eddy-Current Testing (near-surface metallic defect detection) Mismatch-Only Spec
L1-114
Active Thermography (pulsed / lock-in IR inspection) Mismatch-Only Spec
L1-115
Terahertz Imaging (0.1-10 THz time-domain / CW) Mismatch-Only Spec
L1-116
Automated Optical Inspection (AOI) for PCB / manufacturing defects Mismatch-Only Spec
L1-117
X-Ray Fluorescence (XRF) Mapping Mismatch-Only Spec
L1-118
Shearography (ESPI-based strain imaging) Mismatch-Only Spec
L1-119
Scanning Acoustic Microscopy (SAM) Mismatch-Only Spec
L1-120
Magnetic Flux Leakage (MFL) — pipeline & rail inspection Mismatch-Only Spec
L1-121
Guided-Wave Ultrasonic Testing (long-range pipe/rail inspection) Mismatch-Only Spec
L1-122
Digital Image Correlation (DIC) for full-field strain Mismatch-Only Spec
L1-123
Vibration-Based Damage Detection (modal analysis NDT) Mismatch-Only Spec
L1-124
X-ray Crystallography SAD-Phasing Spec
L1-125
SAXS BioSAXS Indirect-FT Spec
L1-126
MALDI-MSI Mapping Spec (tissue lipid family)
L1-127
APT Reconstruction Spec (hemispherical projection family)
L1-128
Cryo-EM SPA Homogeneous Spec
L1-129
Neutron Tomography Spec
L1-130
pCT Reconstruction Spec
L1-131
Muon Tomography Spec (nuclear safeguards family)
L1-132
WAXS Polymer/Structure Spec
L1-133
XRF Tomography Spec
L1-134
Neutron Powder Rietveld Spec
L1-135
Cathodoluminescence Hyperspectral Mapping Spec
L1-136
Raman Imaging Hyperspectral Unmixing Spec
L1-137
CARS Multiplex Spec (broadband CARS family)
L1-138
SRS Hyperspectral Unmixing Spec
L1-139
FTIR Imaging Scatter-Corrected Spec
L1-140
LIBS Elemental-Mapping Spec (matrix-effect mismatch family)
L1-141
Brillouin Microscopy Peak-Fitting Spec
L1-142
SIMS Imaging Surface-Mapping Spec
L1-143
DESI-MSI Mapping Spec (tissue ambient MSI family)
L1-144
UV-Vis Concentration Spec
L1-145
NMR 1D Peak-Picking Spec
L1-146
EXAFS Radial-Fit Spec
L1-147
IRMS delta-value Spec (bracketing family)
L1-148
Streak Camera — picosecond 1D time-resolved imaging Mismatch-Only Spec
L1-149
Pump-Probe Spectroscopy / Imaging Mismatch-Only Spec
L1-150
Compressed Ultrafast Photography (CUP) — trillion fps imaging Mismatch-Only Spec
L1-151
XFEL Serial Femtosecond Crystallography (SFX) Mismatch-Only Spec
L1-152
Ghost Imaging (correlated-photon imaging) Mismatch-Only Spec
L1-153
Quantum Illumination — entanglement-enhanced target detection Mismatch-Only Spec
L1-154
Entangled-Photon Microscopy (N00N / SPDC imaging) Mismatch-Only Spec
L1-155
PET-CT Fusion (metabolism + anatomy) Mismatch-Only Spec
L1-156
PET-MR Fusion (molecular + multi-contrast soft tissue) Mismatch-Only Spec
L1-157
SPECT-CT Fusion Mismatch-Only Spec
L1-158
US-MRI Fusion (biopsy guidance / cardiac) Mismatch-Only Spec
L1-159
CT-FLIT (Fluorescence Lifetime Imaging Tomography) Mismatch-Only Spec
L1-160
Correlative Light-Electron Microscopy (CLEM) Mismatch-Only Spec
L1-161
Atomic Force Microscopy (AFM) Mismatch-Only Spec
L1-162
Scanning Tunneling Microscopy (STM) Mismatch-Only Spec
L1-163
Near-Field Scanning Optical Microscopy (NSOM/SNOM) Mismatch-Only Spec
L1-164
Magnetic Force Microscopy (MFM) Mismatch-Only Spec
L1-165
Stellar Coronagraphy PSF Subtraction — Nominal + Mismatch Specs
L1-166
Lucky Imaging Atmospheric Turbulence Recovery — Nominal + Mismatch Specs
L1-167
Event Horizon Telescope (VLBI) Imaging — Nominal + Mismatch Specs
L1-168
Solar EUV/X-ray Image Reconstruction — Nominal + Mismatch Specs
L1-169
Incompressible Navier-Stokes — low-Mach viscous flow Mismatch-Only Spec
L1-170
Compressible Navier-Stokes — viscous shock/boundary-layer Mismatch-Only Spec
L1-171
Euler Equations — inviscid compressible Mismatch-Only Spec
L1-172
Stokes Flow — low-Re linear viscous Mismatch-Only Spec
L1-173
Boundary Layer — Prandtl / Blasius near-wall flow Mismatch-Only Spec
L1-174
Potential Flow — irrotational inviscid Mismatch-Only Spec
L1-175
RANS k-epsilon — turbulence closure Mismatch-Only Spec
L1-176
RANS k-omega SST — Menter's two-eq turbulence model Mismatch-Only Spec
L1-177
Spalart-Allmaras — one-eq turbulence model Mismatch-Only Spec
L1-178
LES — large-eddy simulation Mismatch-Only Spec
L1-179
DNS — direct numerical simulation Mismatch-Only Spec
L1-180
Shallow Water Equations — coastal/tidal/inundation Mismatch-Only Spec
L1-181
Boussinesq Approximation — buoyant flow Mismatch-Only Spec
L1-182
Volume of Fluid (VOF) — multiphase interface tracking Mismatch-Only Spec
L1-183
Level-Set Method — implicit interface evolution Mismatch-Only Spec
L1-184
Eulerian-Lagrangian — dispersed-phase particle tracking Mismatch-Only Spec
L1-185
SPH — smoothed particle hydrodynamics Mismatch-Only Spec
L1-186
Lattice Boltzmann Method (LBM) — mesoscale fluid Mismatch-Only Spec
L1-187
Darcy Flow — low-Re porous-medium flow Mismatch-Only Spec
L1-188
Richards Equation — unsaturated variably-saturated flow Mismatch-Only Spec
L1-189
Advection-Diffusion — scalar transport Mismatch-Only Spec
L1-190
Convection-Diffusion-Reaction — transport with source terms Mismatch-Only Spec
L1-191
Buckley-Leverett — two-phase displacement saturation Mismatch-Only Spec
L1-192
Stefan Problem — fluid-side melt-front tracking Mismatch-Only Spec
L1-193
Fluid-Structure Interaction (FSI) — coupled fluid + solid Mismatch-Only Spec
L1-194
Transient Heat Conduction — inverse heat conduction (IHCP) Mismatch-Only Spec
L1-195
Steady Heat Conduction — conductivity imaging Mismatch-Only Spec
L1-196
Forced Convection — conjugate heat transfer inversion Mismatch-Only Spec
L1-197
Natural Convection — buoyancy-driven flow heat transfer Mismatch-Only Spec
L1-198
Radiative Transfer Equation — radiative heat exchange Mismatch-Only Spec
L1-199
Participating Media — RTE with gas/soot emission-absorption Mismatch-Only Spec
L1-200
Conjugate Heat Transfer — coupled fluid-solid thermal Mismatch-Only Spec
L1-201
Phase Change Material — Stefan moving-boundary problem Mismatch-Only Spec
L1-202
Thermoelectric Transport — coupled Seebeck-Peltier Mismatch-Only Spec
L1-203
Thermal Contact Resistance — interface conductance estimation Mismatch-Only Spec
L1-204
Laser Heating — short-pulse temperature rise inversion Mismatch-Only Spec
L1-205
Cryogenic Storage Boiloff — MLI heat-leak estimation Mismatch-Only Spec
L1-206
Linear Elasticity — Navier-Cauchy 3D solid mechanics Mismatch-Only Spec
L1-207
Euler-Bernoulli Beam — thin-beam bending Mismatch-Only Spec
L1-208
Timoshenko Beam — shear-deformation thick-beam Mismatch-Only Spec
L1-209
Kirchhoff Plate — thin-plate bending Mismatch-Only Spec
L1-210
Mindlin-Reissner Plate — thick-plate with shear Mismatch-Only Spec
L1-211
Shell Theory — curved thin-structure mechanics Mismatch-Only Spec
L1-212
Modal Analysis — natural frequencies and mode shapes Mismatch-Only Spec
L1-213
Linear Buckling — eigenvalue stability analysis Mismatch-Only Spec
L1-214
Hyperelasticity — large-deformation rubber-like Mismatch-Only Spec
L1-215
J2 Plasticity — von Mises rate-independent Mismatch-Only Spec
L1-216
Crystal Plasticity — slip-system resolved plasticity Mismatch-Only Spec
L1-217
Viscoelasticity — linear hereditary models Mismatch-Only Spec
L1-218
Creep Mechanics — high-temperature rate-dependent Mismatch-Only Spec
L1-219
Linear Elastic Fracture Mechanics (LEFM) — K/J evaluation Mismatch-Only Spec
L1-220
Cohesive Zone Model — traction-separation interface Mismatch-Only Spec
L1-221
XFEM — extended finite element for cracks Mismatch-Only Spec
L1-222
Phase-Field Fracture — regularized crack model Mismatch-Only Spec
L1-223
Fatigue — Paris law crack growth Mismatch-Only Spec
L1-224
Hertzian Contact — elastic sphere/cylinder contact Mismatch-Only Spec
L1-225
Frictional Contact — Coulomb / state-rate friction Mismatch-Only Spec
L1-226
Poroelasticity — Biot coupled solid/fluid Mismatch-Only Spec
L1-227
Thermoelasticity — coupled thermal-mechanical Mismatch-Only Spec
L1-228
Piezoelectricity — coupled mechanical-electrical Mismatch-Only Spec
L1-229
Elastodynamics — dynamic wave propagation in solids Mismatch-Only Spec
L1-230
Continuum Damage Mechanics — scalar/tensor damage Mismatch-Only Spec
L1-231
Maxwell Full-Wave — time-domain 3D Maxwell equations Mismatch-Only Spec
L1-232
Helmholtz Scattering — frequency-domain EM scattering Mismatch-Only Spec
L1-233
FDTD — finite-difference time-domain Maxwell Mismatch-Only Spec
L1-234
Method of Moments (MoM) — integral-equation EM Mismatch-Only Spec
L1-235
Antenna Analysis — radiation pattern inversion Mismatch-Only Spec
L1-236
Radar Cross-Section — backscatter reconstruction Mismatch-Only Spec
L1-237
Eddy Currents — conductor inversion from induced fields Mismatch-Only Spec
L1-238
Waveguide Modes — dispersion and S-parameter analysis Mismatch-Only Spec
L1-239
Fiber Optic — nonlinear Schrodinger pulse propagation Mismatch-Only Spec
L1-240
Fresnel Diffraction — paraxial wave propagation Mismatch-Only Spec
L1-241
Geometric Optics — ray tracing / eikonal Mismatch-Only Spec
L1-242
Mie Scattering — rigorous spherical-particle scattering Mismatch-Only Spec
L1-243
Rayleigh Scattering — molecular / small-particle scattering Mismatch-Only Spec
L1-244
Thin Film Interference — transfer-matrix optical design Mismatch-Only Spec
L1-245
Holographic Reconstruction — wavefront from interference Mismatch-Only Spec
L1-246
Phase Retrieval — Gerchberg-Saxton / hybrid input-output Mismatch-Only Spec
L1-247
Photonic Inverse Design — nanostructure topology optimization Mismatch-Only Spec
L1-248
Metamaterial / Metasurface — effective medium inversion Mismatch-Only Spec
L1-249
Electrostatics — Poisson equation inversion Mismatch-Only Spec
L1-250
Magnetostatics — coil design and field inversion Mismatch-Only Spec
L1-251
Inverse Synthetic Aperture Radar (ISAR) — rotating-target imaging Mismatch-Only Spec
L1-252
Ray Tracing (EM) — wireless propagation model Mismatch-Only Spec
L1-253
X-ray Phase Contrast — propagation / grating / analyzer Mismatch-Only Spec
L1-254
Microwave Imaging — permittivity imaging for biomed/NDE Mismatch-Only Spec
L1-255
THz Time-Domain Spectroscopy — material parameter extraction Mismatch-Only Spec
L1-256
Acoustic Wave Equation — time-domain pressure field reconstruction Mismatch-Only Spec
L1-257
Helmholtz Equation — frequency-domain acoustic scattering / interior field Mismatch-Only Spec
L1-258
Room Acoustics — ray-tracing impulse response Mismatch-Only Spec
L1-259
Room Acoustics — image-source method (shoebox rooms) Mismatch-Only Spec
L1-260
Acoustic Scattering — boundary element method (BEM) Mismatch-Only Spec
L1-261
Underwater Acoustic Ray Tracing (Bellhop) Mismatch-Only Spec
L1-262
Underwater Normal Modes — modal propagation (KRAKEN) Mismatch-Only Spec
L1-263
Underwater Acoustics — Parabolic Equation (RAM) Mismatch-Only Spec
L1-264
Acoustic Beamforming — DOA & imaging from array Mismatch-Only Spec
L1-265
Structural Vibration Analysis — modal response Mismatch-Only Spec
L1-266
Acoustic Emission — source localization Mismatch-Only Spec
L1-267
Vibroacoustics — structure-acoustic coupling Mismatch-Only Spec
L1-268
Duct Acoustics — wave propagation in ducts / silencers Mismatch-Only Spec
L1-269
Aeroacoustics — Lighthill analogy (jet/airframe noise) Mismatch-Only Spec
L1-270
Outdoor Noise Propagation — atmospheric refraction + ground effect Mismatch-Only Spec
L1-271
Seismic Travel-Time Tomography — ray-based velocity imaging Mismatch-Only Spec
L1-272
Full Waveform Inversion (FWI) — subsurface velocity imaging Mismatch-Only Spec
L1-273
Surface Wave Dispersion — shallow Vs profile inversion Mismatch-Only Spec
L1-274
Receiver Function — teleseismic crust imaging Mismatch-Only Spec
L1-275
Seismic Reflection — post-stack migration and imaging Mismatch-Only Spec
L1-276
Ambient-Noise Tomography — Green-function retrieval Mismatch-Only Spec
L1-277
Earthquake Source Inversion — finite-fault slip Mismatch-Only Spec
L1-278
Gravity Field Inversion — density imaging Mismatch-Only Spec
L1-279
Magnetic Field Inversion — susceptibility imaging Mismatch-Only Spec
L1-280
Magnetotelluric Inversion — resistivity imaging Mismatch-Only Spec
L1-281
Controlled-Source EM (CSEM) — resistivity for hydrocarbons Mismatch-Only Spec
L1-282
Electrical Resistivity Tomography (ERT) — near-surface Mismatch-Only Spec
L1-283
Induced Polarization — chargeability imaging Mismatch-Only Spec
L1-284
Satellite Gravity Recovery — GRACE/GRACE-FO mass change Mismatch-Only Spec
L1-285
Mantle Convection — high-Ra thermal convection Mismatch-Only Spec
L1-286
Glacial Isostatic Adjustment (GIA) — post-glacial rebound Mismatch-Only Spec
L1-287
Volcanic Deformation — InSAR/GPS source modeling Mismatch-Only Spec
L1-288
Tsunami Propagation — shallow-water wave simulation Mismatch-Only Spec
L1-289
Geothermal Reservoir — coupled thermo-hydraulic inversion Mismatch-Only Spec
L1-290
Well Test Analysis — transient pressure testing Mismatch-Only Spec
L1-291
Tidal Analysis — harmonic tidal constituent extraction Mismatch-Only Spec
L1-292
Subsurface Temperature — geothermal gradient inversion Mismatch-Only Spec
L1-293
Kohn-Sham Density Functional Theory Mismatch-Only Spec
L1-294
Hartree-Fock Self-Consistent Field Mismatch-Only Spec
L1-295
Post-Hartree-Fock Correlated Methods (MP2, CCSD, CI) Mismatch-Only Spec
L1-296
Time-Dependent Density Functional Theory (TDDFT) Mismatch-Only Spec
L1-297
Ab Initio Molecular Dynamics (Car-Parrinello / BOMD) Mismatch-Only Spec
L1-298
Classical Molecular Dynamics Mismatch-Only Spec
L1-299
Chemical Kinetics via Stiff ODEs Mismatch-Only Spec
L1-300
Combustion Chemistry and Ignition Kinetics Mismatch-Only Spec
L1-301
Michaelis-Menten Enzyme Kinetics Mismatch-Only Spec
L1-302
Eyring Transition State Theory Mismatch-Only Spec
L1-303
Semi-Empirical Quantum Chemistry (AM1, PM6, DFTB, xTB) Mismatch-Only Spec
L1-304
Implicit Solvation Models (PCM, COSMO, SMD) Mismatch-Only Spec
L1-305
Coarse-Grained Molecular Dynamics (MARTINI, Dry-MARTINI) Mismatch-Only Spec
L1-306
Reactive Molecular Dynamics (ReaxFF + Bond Order) Mismatch-Only Spec
L1-307
Free Energy Perturbation (FEP + TI + BAR) Mismatch-Only Spec
L1-308
Kinetic Monte Carlo (KMC) Mismatch-Only Spec
L1-309
Metropolis Monte Carlo Mismatch-Only Spec
L1-310
Butler-Volmer Electrochemical Kinetics Mismatch-Only Spec
L1-311
Time-Independent Schrödinger Equation Mismatch-Only Spec
L1-312
Time-Dependent Schrödinger Equation Mismatch-Only Spec
L1-313
Quantum Scattering Theory Mismatch-Only Spec
L1-314
Quantum Tunneling Through Barriers Mismatch-Only Spec
L1-315
Electronic Band Structure Mismatch-Only Spec
L1-316
Phonon Dispersion Relations Mismatch-Only Spec
L1-317
Tight-Binding Electronic Structure Mismatch-Only Spec
L1-318
GW Approximation for Quasiparticle Energies Mismatch-Only Spec
L1-319
Bethe-Salpeter Equation for Excitons Mismatch-Only Spec
L1-320
Quantum Monte Carlo (VMC + DMC) Mismatch-Only Spec
L1-321
Density Matrix Renormalization Group (DMRG) Mismatch-Only Spec
L1-322
Exact Diagonalization of Many-Body Hamiltonians Mismatch-Only Spec
L1-323
Lindblad Master Equation (Open Quantum Systems) Mismatch-Only Spec
L1-324
Electron-Phonon Coupling and Eliashberg Theory Mismatch-Only Spec
L1-325
k.p Perturbation Theory Mismatch-Only Spec
L1-326
Phase-Field Allen-Cahn Dynamics Mismatch-Only Spec
L1-327
Cahn-Hilliard Phase Separation Mismatch-Only Spec
L1-328
CALPHAD Thermodynamic Modeling Mismatch-Only Spec
L1-329
Discrete Dislocation Dynamics Mismatch-Only Spec
L1-330
Grain Growth and Recrystallization Mismatch-Only Spec
L1-331
Classical Nucleation Theory Mismatch-Only Spec
L1-332
Solid-State Diffusion (Fick + Onsager) Mismatch-Only Spec
L1-333
Dendritic Solidification Mismatch-Only Spec
L1-334
Flory-Huggins Polymer Solution Theory Mismatch-Only Spec
L1-335
Rubber Elasticity Theory Mismatch-Only Spec
L1-336
Thin Film Growth Kinetics Mismatch-Only Spec
L1-337
Radiation Damage Cascade Dynamics Mismatch-Only Spec
L1-338
Electrochemical Corrosion Kinetics Mismatch-Only Spec
L1-339
Battery Electrode Electrochemistry (Newman-Doyle-Fuller) Mismatch-Only Spec
L1-340
Additive Manufacturing (Selective Laser Melting) Thermal Model Mismatch-Only Spec
L1-341
Ideal MHD — magnetohydrodynamics infinite-conductivity limit Mismatch-Only Spec
L1-342
Resistive MHD — finite-resistivity plasma Mismatch-Only Spec
L1-343
Vlasov Equation — collisionless kinetic plasma Mismatch-Only Spec
L1-344
Gyrokinetic — 5D reduced plasma kinetic Mismatch-Only Spec
L1-345
PIC (Particle-in-Cell) — plasma kinetic simulation Mismatch-Only Spec
L1-346
Fokker-Planck — Coulomb-collision kinetic Mismatch-Only Spec
L1-347
Grad-Shafranov — tokamak equilibrium Mismatch-Only Spec
L1-348
MHD Stability — linear eigenmode growth rates Mismatch-Only Spec
L1-349
Plasma Sheath — Debye-scale boundary layer Mismatch-Only Spec
L1-350
RF Heating — ICRF / LH / ECH wave absorption Mismatch-Only Spec
L1-351
Laser-Plasma Interaction — relativistic electron acceleration Mismatch-Only Spec
L1-352
Hall MHD — ion-scale physics in reconnection Mismatch-Only Spec
L1-353
Neutron Transport — linear Boltzmann equation Mismatch-Only Spec
L1-354
Neutron Diffusion — multi-group diffusion approximation Mismatch-Only Spec
L1-355
Criticality Eigenvalue — k-effective calculation Mismatch-Only Spec
L1-356
Point Reactor Kinetics — power transient modeling Mismatch-Only Spec
L1-357
Burnup / Depletion — fuel nuclide evolution Mismatch-Only Spec
L1-358
Reactor Thermal-Hydraulics — coupled T/H with neutronics Mismatch-Only Spec
L1-359
Monte Carlo Neutron Transport — stochastic particle tracking Mismatch-Only Spec
L1-360
Gamma-Ray Shielding — deep-penetration attenuation Mismatch-Only Spec
L1-361
Nuclear Data — R-matrix resonance evaluation Mismatch-Only Spec
L1-362
Decay Heat — residual power after reactor shutdown Mismatch-Only Spec
L1-363
N-body Gravitational Simulation — Nominal + Mismatch Specs
L1-364
Cosmological N-body (Large-Scale Structure) — Nominal + Mismatch Specs
L1-365
CMB Power Spectrum Parameter Estimation — Nominal + Mismatch Specs
L1-366
CMB Gravitational Lensing Reconstruction — Nominal + Mismatch Specs
L1-367
Strong Gravitational Lensing Inversion — Nominal + Mismatch Specs
L1-368
Weak Gravitational Lensing Shear Estimation — Nominal + Mismatch Specs
L1-369
Stellar Structure Inverse Problem — Nominal + Mismatch Specs
L1-370
Stellar Atmosphere Spectral Inversion — Nominal + Mismatch Specs
L1-371
Supernova Light Curve Fitting — Nominal + Mismatch Specs
L1-372
Pulsar Timing Array GW Background — Nominal + Mismatch Specs
L1-373
Gravitational Wave Parameter Estimation — Nominal + Mismatch Specs
L1-374
Accretion Disk Structure Inversion — Nominal + Mismatch Specs
L1-375
Cosmic Ray Propagation Inversion — Nominal + Mismatch Specs
L1-376
Galaxy SED Fitting — Nominal + Mismatch Specs
L1-377
21cm Cosmology Reionization Signal — Nominal + Mismatch Specs
L1-378
Baryon Acoustic Oscillation (BAO) Fitting — Nominal + Mismatch Specs
L1-379
Exoplanet Transit Photometry Inversion — Nominal + Mismatch Specs
L1-380
Type Ia Supernova Distance Standardization — Nominal + Mismatch Specs
L1-381
Image Deblurring Blind-Kernel Spec (GoPro / REDS benchmark family)
L1-382
Image Super-Resolution Real-World Spec (Real-ESRGAN family)
L1-383
Image Inpainting Freeform-Mask Spec (Places2 / CelebA-HQ family)
L1-384
Image Denoising Blind-Noise Spec (SIDD / DND benchmark family)
L1-385
Compressed Sensing Canonical Spec (Gaussian matrix + Lp recovery)
L1-386
DoA Estimation Calibration-Mismatch Spec (ULA family)
L1-387
BSS Instantaneous-Mixing Spec (ICA benchmark family)
L1-388
Channel Estimation OFDM/MIMO Spec (5G NR pilot family)
L1-389
Phase Unwrapping Noisy-Coherence Spec (InSAR family)
L1-390
Sparse Signal Recovery Synthesis-Model Spec (overcomplete dictionary)
L1-391
Matrix Completion Uniform-Sampling Spec (MovieLens family)
L1-392
Robust PCA Entry-Corruption Spec (video background subtraction family)
L1-393
Spectral Estimation Uniform-Sampling Spec (subspace methods)
L1-394
Adaptive Filtering Non-Stationary Spec (echo cancellation family)
L1-395
Hodgkin-Huxley Neuron Model Parameter Estimation — Nominal + Mismatch Specs
L1-396
FitzHugh-Nagumo Excitability Model — Nominal + Mismatch Specs
L1-397
Cable Equation (Dendrite Propagation) — Nominal + Mismatch Specs
L1-398
Cardiac Electrophysiology (Monodomain) — Nominal + Mismatch Specs
L1-399
Hemodynamics (Navier-Stokes Cardiovascular) — Nominal + Mismatch Specs
L1-400
Windkessel Cardiac Afterload Model — Nominal + Mismatch Specs
L1-401
Pharmacokinetics Compartment Model — Nominal + Mismatch Specs
L1-402
Physiologically Based PK (PBPK) — Nominal + Mismatch Specs
L1-403
Pharmacodynamics Dose-Response Inversion — Nominal + Mismatch Specs
L1-404
SIR Epidemic Parameter Estimation — Nominal + Mismatch Specs
L1-405
SEIR Epidemic with Exposed Compartment — Nominal + Mismatch Specs
L1-406
Lotka-Volterra Predator-Prey Dynamics — Nominal + Mismatch Specs
L1-407
Wright-Fisher Population Genetics — Nominal + Mismatch Specs
L1-408
Phylogenetic Likelihood Inference — Nominal + Mismatch Specs
L1-409
Tumor Growth Model Inversion — Nominal + Mismatch Specs
L1-410
Oxygen Transport (Krogh Cylinder) — Nominal + Mismatch Specs
L1-411
Protein Folding Energy Landscape Inversion — Nominal + Mismatch Specs
L1-412
HMM Sequence Alignment and Profile Inference — Nominal + Mismatch Specs
L1-413
Gaussian Plume Atmospheric Dispersion — Nominal + Mismatch Specs
L1-414
Advection-Dispersion Transport Inversion — Nominal + Mismatch Specs
L1-415
Atmospheric Radiative Transfer Inversion — Nominal + Mismatch Specs
L1-416
General Circulation Model (GCM) Inversion — Nominal + Mismatch Specs
L1-417
Numerical Weather Prediction Data Assimilation — Nominal + Mismatch Specs
L1-418
Ocean Circulation Inverse Modeling — Nominal + Mismatch Specs
L1-419
Sea Ice Thermodynamic-Dynamic Inversion — Nominal + Mismatch Specs
L1-420
River Hydraulics Shallow Water Inversion — Nominal + Mismatch Specs
L1-421
Sediment Transport Inversion — Nominal + Mismatch Specs
L1-422
Contaminant Source Identification — Nominal + Mismatch Specs
L1-423
Carbon Cycle Biogeochemical Inversion — Nominal + Mismatch Specs
L1-424
Groundwater Contaminant Transport Inversion — Nominal + Mismatch Specs
L1-425
Linear State-Space System Analysis — Nominal + Mismatch Specs
L1-426
Kalman Filter State Estimation — Nominal + Mismatch Specs
L1-427
Extended Kalman Filter (EKF) — Nominal + Mismatch Specs
L1-428
Unscented Kalman Filter (UKF) — Nominal + Mismatch Specs
L1-429
Particle Filter (Sequential Monte Carlo) — Nominal + Mismatch Specs
L1-430
System Identification (N4SID/ARX) — Nominal + Mismatch Specs
L1-431
Optimal Control (LQR) — Nominal + Mismatch Specs
L1-432
Model Predictive Control (MPC/NMPC) — Nominal + Mismatch Specs
L1-433
PID Controller Tuning — Nominal + Mismatch Specs
L1-434
4D-Var Data Assimilation — Nominal + Mismatch Specs
L1-435
Ensemble Kalman Filter (EnKF) — Nominal + Mismatch Specs
L1-436
Nonlinear Observer Design — Nominal + Mismatch Specs
L1-437
Black-Scholes Option Pricing Calibration — Nominal + Mismatch Specs
L1-438
Heston Stochastic Volatility Calibration — Nominal + Mismatch Specs
L1-439
Hull-White Interest Rate Model Calibration — Nominal + Mismatch Specs
L1-440
Monte Carlo Option Pricing — Nominal + Mismatch Specs
L1-441
Implied Volatility Surface Construction — Nominal + Mismatch Specs
L1-442
Merton Credit Risk Structural Model — Nominal + Mismatch Specs
L1-443
Markowitz Mean-Variance Portfolio Optimization — Nominal + Mismatch Specs
L1-444
GARCH Volatility Estimation — Nominal + Mismatch Specs
L1-445
Forward Kinematics — Nominal + Mismatch Specs
L1-446
Inverse Kinematics — Nominal + Mismatch Specs
L1-447
Forward Dynamics — Nominal + Mismatch Specs
L1-448
Inverse Dynamics — Nominal + Mismatch Specs
L1-449
Trajectory Optimization — Nominal + Mismatch Specs
L1-450
Rigid Body Dynamics Simulation — Nominal + Mismatch Specs
L1-451
Multibody Dynamics with Constraints — Nominal + Mismatch Specs
L1-452
Vehicle Dynamics (Bicycle Model) — Nominal + Mismatch Specs
L1-453
Spacecraft Attitude Determination — Nominal + Mismatch Specs
L1-454
Orbital Mechanics Inversion (Lambert) — Nominal + Mismatch Specs
L1-455
Rotor Dynamics Aeroelastic Inversion — Nominal + Mismatch Specs
L1-456
Hydrodynamic Lubrication (Reynolds Equation) — Nominal + Mismatch Specs
L1-457
Black-Oil Reservoir Simulation — Nominal + Mismatch Specs
L1-458
Compositional Reservoir Simulation — Nominal + Mismatch Specs
L1-459
Reservoir History Matching — Nominal + Mismatch Specs
L1-460
Hydraulic Fracture Propagation Modeling — Nominal + Mismatch Specs
L1-461
Enhanced Oil Recovery (EOR) Modeling — Nominal + Mismatch Specs
L1-462
Seismic Rock Physics (Gassmann) — Nominal + Mismatch Specs
L1-463
Arps Decline Curve Analysis — Nominal + Mismatch Specs
L1-464
Well Productivity Index Inversion — Nominal + Mismatch Specs
L1-465
GNSS Positioning and Navigation — Nominal + Mismatch Specs
L1-466
Satellite Orbit Determination — Nominal + Mismatch Specs
L1-467
Satellite Radar Altimetry — Nominal + Mismatch Specs
L1-468
LiDAR Point Cloud 3D Mapping — Nominal + Mismatch Specs
L1-469
Photogrammetry Structure-from-Motion — Nominal + Mismatch Specs
L1-470
Satellite Gravity Gradiometry (GOCE) — Nominal + Mismatch Specs
L1-471
Hyperspectral Spectral Unmixing — Nominal + Mismatch Specs
L1-472
Radiometric Sensor Calibration — Nominal + Mismatch Specs
L1-473
Dissipative Particle Dynamics (DPD) Mismatch-Only Spec
L1-474
Self-Consistent Field Theory (SCFT) Mismatch-Only Spec
L1-475
de Gennes-Doi-Edwards Reptation Theory Mismatch-Only Spec
L1-476
Oldroyd-B Viscoelastic Constitutive Model Mismatch-Only Spec
L1-477
DLVO Colloidal Force Theory Mismatch-Only Spec
L1-478
Landau-de Gennes Liquid Crystal Theory Mismatch-Only Spec
L1-479
Lattice QCD Path Integral — Nominal + Mismatch Specs
L1-480
Parton Distribution Functions (DGLAP) — Nominal + Mismatch Specs
L1-481
Monte Carlo Event Generation — Nominal + Mismatch Specs
L1-482
Calorimeter Energy Response Inversion — Nominal + Mismatch Specs
L1-483
Charged Particle Track Reconstruction — Nominal + Mismatch Specs
L1-484
Neutrino Oscillation Parameter Extraction — Nominal + Mismatch Specs
L1-485
Dark Matter Direct Detection Inversion — Nominal + Mismatch Specs
L1-486
Jet Reconstruction (Anti-kT) — Nominal + Mismatch Specs
L1-487
Drift-Diffusion Semiconductor Transport (TCAD) Mismatch-Only Spec
L1-488
Hydrodynamic Semiconductor Transport Mismatch-Only Spec
L1-489
Carrier Boltzmann Transport Equation Mismatch-Only Spec
L1-490
Non-Equilibrium Green's Function (NEGF) Quantum Transport Mismatch-Only Spec
L1-491
BSIM Compact MOSFET Model Mismatch-Only Spec
L1-492
Solar Cell Device Physics (Shockley-Queisser + drift-diffusion) Mismatch-Only Spec
L1-493
LED and Laser Rate Equations Mismatch-Only Spec
L1-494
Thermionic Emission at Metal-Semiconductor Interfaces Mismatch-Only Spec
L1-495
Quantum Well and Quantum Dot Electronic Structure Mismatch-Only Spec
L1-496
Phonon Boltzmann Transport Equation Mismatch-Only Spec
L1-497
Topology Optimization (SIMP) — Nominal + Mismatch Specs
L1-498
Shape Optimization — Nominal + Mismatch Specs
L1-499
Optimal Experimental Design — Nominal + Mismatch Specs
L1-500
Quantitative Susceptibility Mapping (QSM) — Spec Skeleton
L1-503
Quantitative Photoacoustic Tomography (qPAT) — Spec Skeleton
L1-504
Pharmacokinetic Dynamic PET (PK-PET) — Spec Skeleton
L1-505
Hyperpolarized 13C Metabolic MRI — Spec Skeleton
L1-506
Joint MEG-EEG Source Imaging — Spec Skeleton
L1-507
Optical Coherence Elastography (OCE) — Spec Skeleton
L1-508
Photoacoustic-Ultrasound Dual-mode Imaging (PAUS) — Spec Skeleton
L1-509
Cardiac 4D-flow MRI with Hemodynamic Biomechanics — Spec Skeleton
L1-510
PillCam-SPECTRA Optical-Property Recovery (analytical core) — Spec Skeleton
L1-511
PillCam-SPECTRA Bleeding-Region Detection (PWDR) — Spec Skeleton
L1-512
Diabetic Retinopathy Grading from Fundus Imaging (PWDR) — Spec Skeleton
L1-513
Chest CT Pneumonia/COVID Severity Classification (PWDR) — Spec Skeleton
L1-514
Mammographic Breast Density Classification BI-RADS (PWDR) — Spec Skeleton
L1-515
MR Spectroscopy Tumor Grading (PWDR) — Spec Skeleton
L1-516
Dermoscopy Skin Lesion Malignancy Classification (PWDR) — Spec Skeleton
L1-517
X-ray Diffraction Crystal Structure Recovery (analytical core) — Spec Skeleton
L1-518
X-ray Diffraction Crystal Space-Group Classification (PWDR) — Spec Skeleton
L1-519
RNA-seq Cell-Type Classification (PWDR) — Spec Skeleton
L1-520
Drug-Target Binding Affinity Classification (PWDR) — Spec Skeleton
L1-521
Earthquake Magnitude Classification (PWDR) — Spec Skeleton
L1-522
Pneumothorax Detection from Chest X-ray (PWDR) — Spec Skeleton
L1-523
Stroke Ischemic Core / Penumbra Classification from CT-Perfusion (PWDR) — Spec Skeleton
L1-524
Pulmonary Embolism Detection from CT Pulmonary Angiography (PWDR) — Spec Skeleton
L1-525
Bone Fracture Detection from Radiograph (PWDR) — Spec Skeleton
L1-526
Knee / Hip Osteoarthritis Kellgren-Lawrence Grading (PWDR) — Spec Skeleton
L1-527
ECG Arrhythmia Classification (PWDR) — Spec Skeleton
L1-528
Glaucoma Optic-Disc Cupping Classification (PWDR) — Spec Skeleton
L1-529
Age-Related Macular Degeneration OCT Grading (PWDR) — Spec Skeleton
L1-530
EEG Seizure Detection (PWDR) — Spec Skeleton
L1-531
Confocal Fluorescence (pinhole-rejection livecell imaging) Mismatch-Only Spec
L1-532
Confocal Z-Stack (3D axial deconvolution) Mismatch-Only Spec
L1-533
How to claim an artifact
- Open any genesis artifact below and click Download bundle.
- Paste the Markdown file into ChatGPT (or Claude / Gemini). Edit the prose to your taste.
- Use the File Mapping footer at the bottom of the MD to ask the LLM to regenerate the JSON (and, for solutions, code + reports).
- Submit your polished bundle at /submit. Founder reviews → mainnet → you earn the upstream royalty stream.