Local AI at Maximum Velo
Run massive models in your laptop. Zero cloud overhead, absolute privacy, unmatched throughput.
The Core Trinity
Bare-Metal Velocity
Bypasses standard bottlenecks with advanced memory routing and L3 cache maximization.
Air-Gapped Privacy
Your data never leaves your device. Secure, local, and enterprise-ready by default.
Hardware Agnostic
Deeply optimized for NVIDIA, AMD, Apple Silicon, and standard x86 CPUs.
Benchmark Metrics
Under the Hood.
GoingMerry's speed is not an accident; it's the result of a deliberate, performance-first architecture designed to extract maximum throughput from your hardware.
Go Orchestrator
Async Scheduler & Memory BrokerC/C++ Tensor Engine
Hardware Compiler & L3 Cache ControlCUDA / Apple Metal / AVX
Bare-Metal Local OperationsHardware-Aware Toolchain
Custom C/C++ compiler toolchain implementing branchless hot-path optimization, AVX-512/NEON vectorization on CPUs, and tensor core instructions on GPUs.
Mastering Memory Latency
Cache-aware runtime that organizes model weights to align with CPU pre-fetching mechanisms, establishing high-bandwidth L3 cache tunnels.
Predictive Performance
An empirical forecasting model that predicts local tokens-per-second output based on target memory bandwidth and model parameter sizes.
Go + C++ Hybrid Engine
A polished, high-level Go orchestration layer for API and network logic driving a low-level C++ tensor inference engine compiled for speed.
Flexible Licensing for Every Scale
Choose the deployment model that fits your engineering needs. From individual developers to full enterprise clusters.
🐏 Community Edition
Unrestricted local inference runtime. Run models offline on your hardware with absolute performance and zero limits.
- Free local execution runtime
- Bare-metal CPU/GPU hardware acceleration
- Air-gapped security and data privacy
- Supports Llama 4, Gemma 4, DeepSeek, and more
🛡️ Enterprise Edition
Deploy, secure, and monitor local models at scale. Built for the CTO to manage AI across thousands of employee nodes or server farms.
- Advanced SSO (Okta, Entra ID) & Granular RBAC
- Fleet Management: Central Dashboard & Kubernetes Operator
- Private Registry: Air-gapped self-hosted hub & weight encryption
- GoingMerry Swarm: Multi-node distributed sharding
- Advanced Observability & Department Chargeback Analytics
- 24/7/365 Dedicated SLAs & Commercial Indemnification
Up and running soon.
We are calibrating local compiler targets and model sharding frameworks. Join the waitlist to get notified the second GoingMerry becomes available for local installation.

