Services
As veteran hardware engineers with bases in Michigan and California, we co-design hardware and software for the LLM/VLM era — focusing on embodied intelligence and real-world constraints.
LLM/VLM Product Design & Hardware Optimization
From boards to thermals to drivers, we align hardware with model behavior and workload traces. We target latency, energy, and bill-of-materials while keeping developer ergonomics high.
Vision–Language for Simple Arms
Endow low-cost robotic arms with useful multimodal skills: visual grounding, affordance mapping, and language-conditioned motion primitives.
Vision–Language for Simple Robots
Bring VLM capability to mobile platforms or desktop bots — robust perception under tight compute and power budgets.
Humanoid Haptics (Tactile & Proprioception)
Design and integration of tactile arrays, force/pressure sensing, and body-state estimation for dexterous interaction.
Humanoid Facial Expression Control
Map language semantics to expressive, readable faces. Low-noise actuation and perception for social presence.
Smart Kitchen — Full Automation
Industrial-grade automation for kitchen tasks: perception, manipulation, and safety envelopes — engineered for throughput and maintainability.
NSFW LLM Fine‑tuning (B2B)
Domain-restricted fine-tunes for content moderation research, classification, and private assistant scenarios.
TTS Voice Generation Fine‑tuning
Custom voices with consented data, phoneme-aligned training, and latency-aware deployment.
Adult Companion Silicone Robots (R&D)
Hardware and control system R&D for adult companion robots. We focus on safety and responsible-use safeguards.