TYCHO
Manufacturing AI Core
Manufacturing AI that interprets evidence from real operating environments.
IN DEVELOPMENT
HyperKineticsMANUFACTURING INTELLIGENCE
HyperKinetics
We connect field data and human expertise
with AI, knowledge, and simulation.
HyperKinetics does not pursue automation simply to remove people. We build technology that preserves and extends expertise accumulated through years of practice.
We connect human motion, process context, and quality judgment in a coherent manufacturing knowledge system. Working with manufacturers, research institutions, and technology partners across regions, we validate our approach in operating environments and adapt it to high-mix, low-volume, and project-based production worldwide.
From observation to structured knowledge and application, every step is designed to preserve the meaning of real work.
Capture movement, tools, materials, and process conditions together.
Break complex work into meaningful actions, states, and decisions.
Link shop-floor language, quality cues, and measurable variables.
Prepare validated knowledge for digital twins and intelligent systems.
AI, manufacturing knowledge, management intelligence, and simulation work as one R&D system.
Manufacturing AI Core
Manufacturing AI that interprets evidence from real operating environments.
IN DEVELOPMENTManufacturing Skill Knowledge Engine
Structures expert knowledge so systems can retrieve, connect, and reuse it.
POWERED BY HK-SKILLLEX · R&DManufacturing Management Intelligence
Connects drawings, orders, and production data for better decisions.
IN DEVELOPMENTDigital Twin & Simulation Engine
Structures and validates processes and motion in digital environments.
POWERED BY HK FORGE · R&DTechnology Architecture
Each component is shown at its current development stage.
HyperKinetics Manufacturing AI Core — In Development
Manufacturing vision AI R&D using real field data and Human Ground Truth
FIELD R&DR&D Roadmap
R&D Roadmap
Manufacturing Skill Knowledge Engine for structured expertise
Manufacturing Skill Knowledge Engine
R&D connecting drawings and order information
Linking process, spatial, and work knowledge to digital environments
Manufacturing Testbed
Manufacturing field validation, testbed, and future production base
We record work video, inspect processes, equipment, and tools, interview workers, measure spatial coordinates, and compare repeated tasks. Results are delivered as a process archive, motion report, manufacturing dictionary, and digital-twin-ready dataset.

Manufacturing Validation Partner
With more than 40 years of marine equipment manufacturing experience and an approximately 3,300 m² production site, Samjin Industrial supports HyperKinetics in field observation, data collection, and process validation as a manufacturing testbed partner.
Our engagements produce decision-ready assets that can support subsequent validation, system integration, and automation planning.
A traceable archive of work video, process documents, interviews, and critical scenes organized by process.
A structured vocabulary that links shop-floor terms, tools, quality cues, and work expressions to standard definitions and data fields.
An analysis that separates complex work into actions, states, and decisions so patterns and differences can be compared.
Structured data representing process sequence, spatial coordinates, equipment relationships, and work events for digital use.
A bounded proof of concept documenting value, technical limits, evidence, and the conditions required for scale-up.
CORE BUSINESS
APPLIED INTELLIGENCE
APPLIED INTELLIGENCE
We carry human experience forward into the next generation of industrial intelligence.
HyperKinetics advances Human-first Physical AI to preserve expertise while improving productivity, safety, and knowledge transfer across industries and regions.
We welcome manufacturers, research institutions, and technology partners worldwide to discuss field validation, joint R&D, technology collaboration, business partnerships, and investment.