The Napier Labs Ecosystem
The physical and digital infrastructure behind Napier Labs — where AI software precision meets industrial hardware capability.
Planned 2026 Lab Standards
Purpose-selected hardware engineered for AI training throughput, precision manufacturing, laboratory safety, and adaptive ergonomic workflows — all at production scale.
This 3.5x scaling trajectory is fundamentally dependent on the synergy between Local AI Inference and Industrial-Grade Plotting.
Puget Systems RTX 5090 Workstation
Optimized for local LLM training and 4K rendering. Purpose-built for AI inference pipelines and high-throughput creative production without cloud dependency.
2026 RoadmapGraphtec CE8000-60 Industrial Plotter
Barcode-integrated B2B workflow with sub-millimeter cut accuracy. Native integration target for Vinyl Vision Pro's automated cut-path logic engine.
2026 RoadmapGaahleri Atlantis Waterfall Booth & Silent Air Compressor
Medical-grade air filtration with downdraft waterfall containment. Provides a clean-room standard environment for high-detail airbrushing operations.
2026 RoadmapUPLIFT Desk 4-Leg Commercial Frame
330 lb capacity for heavy manufacturing configurations. Supports dual-monitor rigs, production hardware, and adaptive ergonomic workflows.
2026 RoadmapPuget Systems RTX 5090 Workstation — Vocational Justification
Processing Bottleneck — 2019 Intel Architecture
My current 2019 Intel-based architecture creates a critical processing bottleneck. Long render times and limited VRAM force extended time at the desk, which leads to physical fatigue and increased hand spasms — directly compromising output quality and career sustainability.
RTX 5090 — 24GB+ VRAM Neural Engine Platform
The RTX 5090 Workstation provides the 24GB+ of VRAM required for Local LLM Training and Neural Engine processing in DaVinci Resolve — eliminating cloud dependency and enabling full AI inference pipelines to run entirely on-device, on demand.
Time-on-Task Accommodation — 400% Throughput Increase
By reducing 4K render times and AI inference speed by 400%, a full day's output can be achieved within a condensed, low-fatigue work window. This is not a performance upgrade — it is a vocational accommodation that ensures the long-term sustainability of this career.
Prusa XL 5-Toolhead System — Additive Manufacturing Audit
Independent Tool-Changing Logic
Automated 5-way material swapping across ASA, TPU, and PETG with zero manual intervention. Each toolhead operates on an independent extruder system — eliminating cross-contamination and enabling multi-material builds in a single unattended print session.
Fully Automated First-Layer Calibration
Integrated load cell sensors perform automatic first-layer calibration before every print — eliminating manual bed-leveling and thermal drift tuning. Print reliability is enforced at the hardware level, removing a primary source of failed runs and material waste.
Network-Linked G-Code Execution via Prusa Connect
G-code files are pushed directly from AI-integrated CAD to the Prusa XL via Prusa Connect over the local network — enabling a full "Lights-Out" manufacturing cycle. Print jobs queue, execute, and complete without requiring physical presence at the machine.
The Prusa XL serves as a primary automation node, removing 98% of the manual dexterity required for industrial-grade 3D manufacturing. Tool changes, bed leveling, and file delivery are fully automated — enabling high-volume output from a single adaptive operator.
Graphtec CE8000-60: B2B Integration Guide
Barcode-Driven Workflow
Our software generates a unique DataLink Barcode for every order. The hardware scans this to pull the correct cut-path automatically — eliminating manual file searching and human error at the machine level.
Precision Alignment
We utilize the ARMS 8.0 optical registration system to ensure 0.1mm accuracy on long-run signage and vehicle graphics — where alignment deviation is visible and costly.
Adaptive Efficiency
We leverage Media Set Assist and Blind-Touch Control as primary vocational accommodations — maintaining high output with minimal physical strain across extended production runs.
Our software — Vinyl Vision Pro and Cuesight.ai — is currently being pre-optimized to integrate natively with this hardware roadmap. Every software architecture decision is made with this physical infrastructure as the target environment.
Code meets Carbon
Every hardware selection is chosen to extend the capability of our AI workflows into the physical world. We don't just build software — we build the machines that run alongside it.