High-Performance C++/CUDA Substrate
For Air-Gapped Desktop Software
Single-binary PE32+ / ELF64 execution engines operating over standard OS process pipes with zero network sockets, sub-15ms cold-boot page table mounting, and zero egress risk.
Zero Network Egress
Operates 100% locally on physical host hardware via Win32 Named Pipes or standard I/O. Initiates zero network sockets, guaranteeing total data residency compliance for CAD/CAM, Medical, and SCADA applications.
Hardware Attestation
Hardware fingerprinting (H_node) binds license keys to CPU, GPU UUID, and TPM 2.0 public keys, granting offline Ed25519 asymmetric verification in under 0.2ms without external network polling.
Sub-15ms Cold Boot
Bypasses heavy local web servers, Python virtual environments, and unmanaged runtime overhead via direct C++/CUDA memory-mapped page allocation (MapViewOfFile).
Production Model Fleet
Zero-dependency Win32 PE binaries built for desktop integration
- 1.5B Parameter Base
- <0.5 GB VRAM Peak
- 18.41 tok/sec Throughput
- Single PE Binary (<1.1 GB)
- 3.0B Parameter Base
- ~1.2 GB VRAM Peak
- 11.26 tok/sec Throughput
- Single PE Binary (2.2 GB)
- 7.0B Parameter Base
- ~2.5 GB VRAM Peak
- 4.48 tok/sec Throughput
- Single PE Binary (4.5 GB)
- 14.0B Parameter Base
- ≤4.0 GB VRAM (Sublimated)
- 1.68 tok/sec Throughput
- Single PE Binary (8.8 GB)
5-Minute C# Drop-In Wrapper
Spawn the bare-metal binary, write single-line NDJSON to stdin, and receive 100% schema-compliant output from stdout.