The Physics Engine That Invents Hardware
Trusted Physics, Verified Results
Provisional Patents
Covering semiconductor fab, packaging, thermal, photonics, molecular design, batteries, glass PDK, EM isolation, and hybrid bonding
Patent Claims Filed
Each backed by validated solver code, simulation evidence, and reproducibility scripts
Faster Than FEA
ROM surrogates with R² = 0.975 accuracy enable real-time inverse design
Design-Around Failure Rate
Competitors cannot replicate — ~512 verified cloud FEM task IDs prove it
The Cross-Industry Physics Crisis
From EUV lithography to solid-state batteries, the hardest engineering problems share a common root: unsolved physics that legacy simulation tools cannot address fast enough or accurately enough.
The Thermal Wall
GPUs exceed 1,000 W per chip. EUV reticles hit 500 W. Conventional dielectric cooling fails above 30 W/cm². Self-pumping Marangoni fluids reach 175 W/cm² robust (200 marginal) stable flux -- with zero moving parts.
The Yield Collapse
Advanced semiconductor nodes are failing at invisible physics boundaries. Rectangular glass panels warp 19x worse than silicon at the Physics Cliff. Wafer warpage amplifies catastrophically at onset k_azi ~ 0.80. 90.3% warpage reduction is possible with the right control law.
The Design Desert
93.6% of the design parameter space leads to failure without physics guidance. Engineers guess and verify when they should specify goals and grow optimal geometry. Inverse design closes this gap -- 36M× faster than brute-force simulation.
The Simulation-Reality Gap
Published simulation results often cannot be reproduced. Multi-physics coupling is ad-hoc. Validation against analytical solutions is rare. Genesis ships 19,400+ files of traceable, reproducible computational evidence with full provenance chains.
Why NMK AI
Not Another AI Wrapper
We did not fine-tune an LLM on physics papers. We built 22 validated solvers (104 modules), validated them against analytical solutions (CalculiX, Timoshenko, Poiseuille), and used them to invent patented hardware. The IP moat is computational, legal, and scientific.
Physics Engine
22 validated solvers (104 modules: LBM, FEM, FDTD, MD, phase field) -- validated against Poiseuille, Cook, Timoshenko, CalculiX
LLM fine-tuned on simulation papers -- generates plausible but unverified outputs
IP Position
9 provisionals, 900+ claims, 93.6% design-around failure rate, ~512 verified task IDs
No defensible IP -- open-source models and fine-tuned wrappers
Validation Rigor
19,400+ files of reproducible evidence -- JSON artifacts, CalculiX FEA, GROMACS MD, OpenFOAM VOF
Cherry-picked demos with no provenance chain or reproducibility scripts
Speed
ROM surrogates at 36M× speedup (R² = 0.975) -- real-time inference for inverse design
Hours-to-days per forward simulation -- no inverse design capability
Multi-Physics Coupling
Thermal-structural-electromagnetic-fluid-molecular in one platform, coupled natively
Single-physics tools loosely coupled via file exchange
vs EDA (Cadence/Synopsys)
Physics-native inverse design with BEM impedance (50 ohm target), adjoint topology optimization, and GDS-to-yield pipeline -- fills the gap between EDA layout and physics reality
EDA tools verify layouts but do not discover new physics or optimize across thermal-structural-EM domains simultaneously
22 validated solvers (104 modules: LBM, FEM, FDTD, MD, phase field) -- validated against Poiseuille, Cook, Timoshenko, CalculiX
LLM fine-tuned on simulation papers -- generates plausible but unverified outputs
9 provisionals, 900+ claims, 93.6% design-around failure rate, ~512 verified task IDs
No defensible IP -- open-source models and fine-tuned wrappers
19,400+ files of reproducible evidence -- JSON artifacts, CalculiX FEA, GROMACS MD, OpenFOAM VOF
Cherry-picked demos with no provenance chain or reproducibility scripts
ROM surrogates at 36M× speedup (R² = 0.975) -- real-time inference for inverse design
Hours-to-days per forward simulation -- no inverse design capability
Thermal-structural-electromagnetic-fluid-molecular in one platform, coupled natively
Single-physics tools loosely coupled via file exchange
Physics-native inverse design with BEM impedance (50 ohm target), adjoint topology optimization, and GDS-to-yield pipeline -- fills the gap between EDA layout and physics reality
EDA tools verify layouts but do not discover new physics or optimize across thermal-structural-EM domains simultaneously
Solutions
Physics AI Across Nine Engineering Domains
One unified platform. Nine integrated physics verticals. Each backed by a provisional patent, validated solvers, and reproducible evidence. From EUV lithography control to hybrid bonding yield prediction.
High-NA EUV: Tech & IP Acquisition
Genesis Engine + Fractal Cooling Chuck. 100× faster than legacy. Blocking IP for 500W reticles.
Advanced Packaging
Prove why 93.6% of competitor designs fail on CoWoS panels.
Thermal Intelligence
Self-pumping fluids and AI-designed valves for 1000W+ cooling.
Optical Infrastructure
Superluminal Interconnect: n_eff = 1.15 verified by 4 EMT models. Light at 87% of c (26% faster than glass).
Materials Discovery
AI-designed molecules with 10,000:1 rare earth selectivity.
Battery Physics
Zero-pressure architecture that makes dendrite growth impossible.
Verified Results
Counter-Intuitive Physics Discoveries
Each discovery emerged from validated multi-physics simulation and challenges conventional engineering wisdom. Self-pumping fluids. Steric sieves at 0.7 nm. Chaos cliffs hiding in plain sight. These are not incremental improvements -- they redefine what hardware can do.
Gyroid Passes Monroe-Newman
G_eff = 10.1 GPa at 50^3 FEM
FEM-converged gyroid LLZO maintains dendrite suppression up to 60% porosity, exceeding the Monroe-Newman threshold by 1.8x. No other SSB architecture achieves this.
Adjoint Gradient Verification
r = 1.0, error < 1e-6
Adjoint-derived gradients match finite-difference gradients to machine precision across all 15 design pixels. Mathematically verified.
27.17 dB Topology Optimization
160x80 grid, 50 epochs
Topology-optimized coupler achieves 27.17 dB improvement over solid block baseline using real FDTD simulation on a 160x80 design grid.
Magnetic Hexapole Nulling
6-via Biot-Savart geometry
Real Biot-Savart solver with correct multipole physics. Hexapole arrangement creates field null zone for power delivery near sensitive logic.
BEM Multiconductor 50 Ohm
50 +/- 2 Ohm impedance
Boundary element method yields physically correct 50-ohm impedance for through-glass vias, replacing erroneous 9-15 ohm coaxial approximation.
Rectangular Immunity Theorem
0.000% azimuthal effect
Rectangular panels show exactly zero azimuthal dependence. Proven across 30 NLGEOM FEM cases and 5 materials. Mathematical consequence of rectangular symmetry.
Platform
The Genesis Platform
22 validated solvers across 104 Python modules. 9 solver families -- LBM, FEM, FDTD, phase field, molecular dynamics, TMM, Born model, spectral FFT contact mechanics, and P2D cell modeling. JAX and PyTorch GPU acceleration. A unified FastAPI gateway with 87 routes and a Typer CLI with 31 commands. 274/0 platform tests. From first-principles physics to production deployment in one monorepo.
Genesis Engine
Multi-Physics Platform
Unified simulation platform with 22 validated solvers across 104 solver modules and 9 solver families (LBM, FEM, FDTD, phase field, MD, and more). AI-driven design with 36M x speedup over brute-force FEA.
Physics Solvers
Strict Mode Validated
LBM (0.68% error), FEM 2D/3D (CalculiX + Newton-Raphson verified), FDTD with PML, Phase Field, Molecular Dynamics. All strict-mode -- no mocks, no fallbacks.
CLI & API
Production Ready
Unified CLI entry point, versioned Python SDK, and commercial REST API. Dispatch simulations with cryptographic provenance.
IP Portfolio
9 Data Rooms
9 provisional patent data rooms with 900+ claims and reproducible computational evidence. 19,400+ files, each backed by SHA-256 provenance.
IP Portfolio
900+ Claims Across 9 Provisional Patents
Every patent is backed by a data room containing source code, simulation evidence, validation reports, and design-around analysis. 93.6% of alternative approaches fail. Reduced to practice with reproducible computational proof.
Blocking IP
Patents and data rooms that block design-around
Moat Assets
Design-around failure rate across 512 verified task IDs
Platform
274 tests passing, 0 failing — strict mode
Evidence
Reproducible files with SHA-256 provenance
Target Markets
Who Needs Genesis
12 target buyers across 3 tiers -- from existential-crisis acquirers (ASML, NVIDIA, TSMC, QuantumScape) to vertical-dominance licensees (KLA, Intel, Samsung SDI, Cadence, Synopsys, Chemours, MP Materials, Toyota) to infrastructure partners (Corning). Each faces a physics problem that costs billions to solve wrong.
Tier 1: Existential-Crisis Buyers
Tier 2: Vertical-Dominance Buyers
Tier 3: Infrastructure Partners
Beyond Semiconductors
Beyond the Roadmap: Moonshot Applications
The same physics platform that cools 1,000 W GPUs and blocks lithium dendrites extends to fusion reactor first-walls, hypersonic thermal protection, zero-gravity thermal buses, and nuclear thermal propulsion. Every moonshot shares the same solver stack.
Fusion Energy
Tungsten tiles that survive 1500K plasma 13x longer. This single physics tweak changes fusion economics from 'impossible' to 'viable.'
Hypersonic Flight
SiC leading edges that expand into a smart lattice rather than cracking. Solves the #1 failure mode of hypersonic vehicles.
Bioprinting
Stiffness maps that prevent soft tissue from collapsing under its own weight. Enables 3D printing of organs in mid-air.
Your Physics Problem Has a Solution
Nine data rooms. 900+ patent claims. 22 validated solvers (104 modules). 274/0 tests. Every claim backed by reproducible computational proof. Schedule a technical deep-dive.
Solving problems for