About NMK AI
We Don't Make Claims.
We Show Proof.
Every number on this site has a simulation behind it. Every discovery has a verification script. Every patent has working code. We built 9 data rooms with 19,400+ files, 22 validated solvers (104 modules), and 900+ patent claims -- all reproducible, all auditable. 274 tests passing, 0 failing.
Our Mission
Solve the Problems Physics Makes Hard
The semiconductor industry is hitting fundamental physical limits. Wafers warp under EUV exposure. Chips overheat at 1000W. Glass shatters under thermal stress. Batteries grow dendrites. The old tools -- legacy FEA running overnight on single cores -- cannot keep up.
We built the Genesis Platform: a unified computational physics engine that combines 22 validated solvers (104 modules), AI-driven design, and production-ready geometry pipelines. Not a wrapper around GPT. Not a startup pitch deck. A working codebase with 19,400+ files across 9 data rooms, each backed by provisional patents and reproducibility scripts. 274 tests passing, 0 failing.
Platform at a Glance
Verified Claims, Not Marketing Copy
Click any claim to see the full technical documentation. Every metric comes from validated simulations with SHA-256 provenance.
Genesis Engine + Fractal Cooling -- blocking IP for 500W reticle cooling
94.4% warpage reduction. 11,000 deterministic FEM solves. FEM 0.028% vs Timoshenko. ROM surrogate CV R² = 0.975. 280 claims (5 utility patents).
Simulation design envelope: 68.9C junction temp at 133 W/cm² without mechanical pumps
CFD-verified Marangoni flow. 100/100 Monte Carlo stable. Marangoni number 2,155,467 (26,943x above critical). Experimental validation pending.
40-55 dB practical RF isolation through engineered glass at 100 GHz (TMM validated)
Transfer Matrix Method verified. Quarter-wave stack with 25% phase-velocity speedup (n_eff 1.45 to 1.16).
We proved that rectangular substrates are immune to azimuthal stiffness artifacts
0.000% azimuthal effect across 30 NLGEOM FEM cases. ~512 verified task IDs with SHA-256 provenance.
Our AI refuses to hallucinate physics
Physics constraints layer rejects conservation law violations. Cross-attention on 6-channel 3D simulation fields, not internet text.
730 candidate molecular scaffolds (20 DFT-verified) for rare earth extraction
58 verified DFT calculations on CP2K (A100 GPUs). 20-40% CapEx reduction (Kremser validated). All tested ligands outperform TBP baseline.
Our Approach
Engineering Principles
The standards we hold ourselves to when building the Genesis Platform.
Verification Over Claims
Every number on this site has a simulation behind it. Every discovery has a verification script. Every patent has working code. We ship reproducibility scripts, not slide decks.
Strict Mode by Default
No mocks, no fallbacks, hard-fail on missing dependencies. If a solver cannot produce a validated result, it throws an error rather than returning approximate data.
Negative Data is Data
We publish failed experiments alongside successes. PROV 5 includes a full negative data directory. The 'Design Desert' in PROV 2 documents 93.6% of approaches that fail. Honest science requires honest failures.
Physics-First Architecture
Our AI does not learn from internet text. It learns from stress fields, temperature gradients, and flow patterns. Cross-attention on 6-channel 3D voxel tensors means the model sees physics, not pixels.
The “AI Wrapper” Test
Here is how to tell we are not vaporware.
What We Are NOT
- We didn't wrap GPT and add a physics prompt
- We don't claim 'AI-powered' without showing the architecture
- We don't hide behind NDAs when asked for proof
- We don't show renders without simulation data
- We don't say 'patent pending' without filing
What We Actually Have
- 22 validated solvers (104 modules) across 9 data rooms with 19,400+ files
- 9 provisional patents with 900+ claims filed — 274 tests passing, 0 failing
- Every claim links to methodology, verification scripts, and SHA-256 provenance
- STL files, GDSII masks, SDF molecular libraries -- all production-ready
- Unified CLI, REST API (87 routes), Python SDK -- one entry point for all physics
Expertise
Technical Domains
The Genesis Platform spans six core technical domains, each backed by production-grade solvers and validated against analytical references or experimental data.
Computational Physics
FEM, LBM, FDTD, molecular dynamics, and phase-field solvers. Our team builds production-grade simulation code that ships with validation certificates.
GPU-Accelerated Computing
JAX and PyTorch backends for real-time physics. MPS (Apple Metal) and CUDA acceleration. From sub-millisecond inference to 20 ns GROMACS production runs on A100.
Materials Science & Chemistry
DFT calculations (CP2K), molecular dynamics (GROMACS), and AI-guided molecular design. 730 verified structures in our SDF library.
Photonics & Electromagnetics
Transfer Matrix Method, Meep FDTD, and effective medium theory for engineered optical substrates. From 100 GHz RF isolation to sub-wavelength lattice design.
Semiconductor Manufacturing
EUV lithography physics, wafer warpage control, advanced packaging, hybrid bonding yield prediction, and glass interposer PDK design.
Patent Strategy & IP
9 provisional patents, 900+ claims across semiconductor, thermal, photonics, materials, battery, glass PDK, electromagnetic isolation, and hybrid bonding.
Numbers You Can Verify
Every metric below comes from a specific data room with reproducibility scripts.
PROV 1: 11,000 FEM solves. FEM 0.028% vs Timoshenko. 280 claims (5 utility).
PROV 3: Self-pumping Marangoni. 100/100 Monte Carlo stable.
PROV 4: Quarter-wave stack at 100 GHz. TMM validated. Practical range with fabrication tolerances.
PROV 2: 30 NLGEOM FEM cases. Rectangular substrates are immune.
PROV 5: Janus ligands. 58 DFT calcs on CP2K. 20-40% CapEx reduction (Kremser validated).
PROV 6: Gyroid LLZO passes Monroe-Newman at all porosities up to 60% (1.8x threshold). Phase-field is qualitative only (Cahn-Hilliard correct model). 0.112 mS/cm conductivity. 19 Pareto Smart Fuse configs.
PROV 7: Glass PDK. $1,100/wafer (glass) vs $5,000/wafer (CoWoS). 605 analytically screened design points.
PROV 8: EM isolation synthesis. 72 claims. Via fences, EBG, metasurfaces, inverse design.
Progress
Development Timeline
From first solver validation to unified production platform.
Genesis Platform v1
Initial LBM and FEM solvers validated. TPMS geometry pipeline built. First topology optimization results.
Patent Portfolio Filed
9 provisional patents filed covering semiconductor, thermal, photonics, materials, battery, glass PDK, isocompiler, and bondability domains.
PROV Data Rooms Complete
All 9 data rooms shipped with validated solvers, reproducibility scripts, patent filings, and machine-readable evidence artifacts.
Fab OS Utility Patents
5 utility patent drafts filed for PROV 1 (280 claims). 94.4% warpage reduction. 11,000 deterministic FEM solves.
Platform v3.0 + Monorepo
Unified CLI, FastAPI gateway (11 routers, 87 routes), 22 validated solvers across 104 modules. Consolidation into production monorepo.
Platform Hardened
274/0 tests (fixed 3 flaky). CalculiX FEA verified. Newton-Raphson convergence. BEM multiconductor 50 ohm. JKR contact corrected. PROV_6 gyroid porosity discovery (Monroe-Newman pass at 60%).
What is Actually On Disk
Real files. Real sizes. Ready for due diligence. Every data room ships with reproducibility scripts.
Beyond Semiconductors
The same physics engine that optimizes wafer chucks also designs fusion reactor tiles and glass interposer PDKs.
Glass PDK
The ONLY glass-specific PDK in existence. Automated TGV interposer design with 22 solvers. 605 analytically screened design points outside Intel/TSMC claims. 528 tests passing. 50±2 Ohm impedance via BEM (internal consistency validated; HFSS validation pending). ML surrogate being retrained (was R²=0.537).
Isocompiler
Automated EM isolation synthesis. 72 claims. Via fences, mushroom EBG, fractal EBG, metasurfaces, and topology-optimized inverse design.
Bondability
Hybrid bonding yield prediction from GDS layout through CMP, contact mechanics (JKR Maugis 1992 fix), void formation, Cu2O delamination risk, and Monte Carlo yield analysis. All patent claims now implemented. KLA Archer integration. Fab calibration required.
900+ Claims Filed
Covering semiconductor fabrication, advanced packaging, thermal management, photonics, molecular design, solid-state batteries, glass interposer PDK, electromagnetic isolation, and hybrid bonding yield.
Want to verify any of this?
We will walk you through the simulations, show you the files, and explain the physics. Every data room includes one-click reproducibility scripts.