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HUMAN EXPERIENCE. MACHINE INTELLIGENCE.

Real-world data.
Field validation.
For physical AI.

We capture human tasks in authorized workplaces and standardized task workstations. Task data, custom collection and field model testing for AI and robotics teams.

Discuss data & validationExplore collection partnerships
REAL WORKPLACESSTANDARDIZED TASKS
Explore our services ↓
HUMAN EXPERIENCE → ROBOT INTELLIGENCE
↓ SCROLL TO TRANSFORMAI-GENERATED CONCEPT
EMBODIED AI / PHYSICAL AI

Human demonstrations. Captured for robot learning.

01OUR SERVICES

Real tasks. Clear deliverables.

From human demonstrations to field performance, with scope defined around your task.

01 / INFYNESS

Real-workplace
data

Task recordings from authorized production and work environments for robot learning.

DELIVERABLE

Task recordings & datasets

Discuss this service
02 / INFYNESS

Custom task
collection

Data collection tailored to your tasks, sensor specification and acceptance criteria.

DELIVERABLE

Data to your project specification

Discuss this service
03 / INFYNESS

Field model
validation

Model testing in agreed field settings, with performance results and failure analysis.

DELIVERABLE

Test logs, results & failure analysis

Discuss this service

Deliverables, test methods and acceptance criteria are agreed for each project.

02CAPTURE ENVIRONMENTS

Real work. A human perspective.

01 / IN THE FIELD

Real workplaces

Defined tasks in production, logistics and service settings. Recording scope, site arrangements and permissions are agreed before capture.

02 / CONTROLLED SETUP

Standardized task workstations

Controlled workstations for collection to agreed task and equipment specifications.

CAPTURE CONFIGURATION

The task, from
the operator’s view.

A first-person camera records hands, tools and the sequence of actions. Hand tracking, depth or additional views can be added when required.

First-person videoHand tracking*Depth & extra views*

*Configured by project. Device selection and site safety requirements are agreed before collection.

03DELIVERY & QUALITY

Defined together.
Delivered to specification.

01

Egocentric task video

Resolution, frame rate and format agreed per project.

02

Additional sensor data

Hand tracking, depth and extra views where specified.

03

Task records & context

Task, scene and device information with agreed fields.

04

Field testing reports

Test methods, metrics and reporting scope agreed in advance.

OUR QUALITY PROCESS

  1. Define the specification

    Agree target tasks, capture setup, deliverables and acceptance criteria.

  2. Check capture quality

    Check devices and recording practice, review capture quality and follow up on issues.

  3. Process and deliver

    Organize processing and deliver within the project’s authorized scope.

04HOW WE WORK

A focused POC.
A clear next step.

  1. 01

    Scope the project

    Agree sites, tasks, staffing and the POC plan.

  2. 02

    Prepare the site

    Confirm permissions, configure equipment and brief participants.

  3. 03

    Complete the POC

    Review results, quality, costs and next-step requirements.

  4. 04

    Ongoing operation

    Continue collection, quality checks and delivery to agreed standards.

POC = proof of concept. Further scope follows a joint review of results and customer needs.

View partnership details

05PARTNERSHIPS

Different roles.
One agreed task.

01

AI & robotics teams

Define task data specifications or field testing needs with us. Infyness coordinates collection, quality review and delivery.

Discuss a project
02

Local operating partners

Identify suitable sites, coordinate daily operations and follow up on recording quality and corrective work.

Explore local partnerships
03

Data collection sites

Provide suitable tasks and workstations. Agree participant permissions, safety requirements and confidentiality boundaries.

Explore site partnerships

06DATA PERMISSIONS

Agreed permissions.
Defined use.

  1. Confirm required site and participant permissions before recording.
  2. Define restricted areas, content and confidentiality requirements in advance.
  3. Deliver to the purchaser designated in the project agreement, with permitted use defined in writing.
  4. Further sharing, resale or sublicensing requires a separate written agreement and explicit authorization from relevant rights holders.

07ABOUT INFYNESS

Real-world experience.
For machine intelligence.

Infyness LLC is a U.S. company focused on real-world data infrastructure for embodied AI, with data collection and field validation services built around real tasks.

Company Information

Infyness LLC

US Office

30 N Gould Street, Suite N
Sheridan, WY 82801
United States

Hong Kong Office

Flat 2404 B12, 24/F
Universal Trade Centre
3–5A Arbuthnot Road
Central, Hong Kong

LET’S TALK

What are you
working on?

Tell us about your target tasks, data needs or local partnership proposal.

Email Infyness
[email protected]