Create the work environment
SMEs define tasks, constraints, tacit cues, and exceptions; creators turn approved work models into interactive scenarios.
AI Labs FutureWorks Product
Human expertise. Visible through work.

The company
Human Work is the future-of-work company in the AI Laboratories ecosystem. Its Human Work Platform brings subject matter experts, simulation creators, workers, and human stewards together to build realistic work environments, practice and assess tasks, and preserve attributable evidence of human contribution. Personal IP Packets connect work context, skills, decisions, stated rationale, corrections, artifacts, and review to explicit permissions. The company is developing a simulation-led pathway from human expertise to organizational learning and permissioned research.
Resumes and final outputs often miss how people make decisions, apply tacit knowledge, correct mistakes, and contribute to shared work. Organizations need evidence they can interpret, while contributors need clear attribution and control over authorized uses.
Capabilities
SMEs define tasks, constraints, tacit cues, and exceptions; creators turn approved work models into interactive scenarios.
Workers practice or complete bounded assessments. Reviewers interpret evidence against stated criteria, with corrections and contestability.
Human stewards monitor incidents, approve interventions within their authority, and review remediation before re-entry.
Versioned Personal IP Packets connect contributions and artifacts to attribution, review evidence, and separate inspection, sharing, and reuse permissions.
Illustrative application
An enterprise and an SME define a quality-inspection task. A creator builds the scenario; workers practice or complete an assessment; reviewers and stewards evaluate decisions and interventions. Personal IP Packets preserve the resulting contributions and permissions.
Reviewable evidence of human skill and judgment, reusable work environments, and a permissioned path toward organizational learning and research.
This application describes product direction and an evaluation approach, not a completed customer deployment or independently validated performance.
Inside the company
Intellectual property
These records connect the company’s product and research to the Spyris patent-license portfolio. Proposed applications require final claim mapping and an approved rights path; they are not patents owned by Human Work or evidence of an executed sublicense.
| Patent | Proposed use | Relationship |
|---|---|---|
| US 10,042,928 Policy Engine | Potential policy/rule logic for governed work sessions and evidence use. The Spyris license is partially exclusive and field-limited to rule-ontology generation for command-line-interface coding and policy-automation applications; applicability to this product requires claim and field-of-use review. | Proposed application License portfolio: Spyris |
| US 9,754,020 Word pair relevancy | Proposed word-pair relevance methods for matching task language to skills and work evidence. | Proposed application License portfolio: Spyris |
| US 10,242,090 Document-to-keyword relevancy | Proposed document-to-keyword relevance methods for retrieving authorized task and Personal IP Packet evidence. | Proposed application License portfolio: Spyris |
| US 8,799,339 SAGA · set similarity | Proposed set-similarity methods for matching skills, contribution records, and work opportunities. | Proposed application License portfolio: Spyris |
Connected ecosystem
Explore the complementary companies that connect Human Work to the wider product journey.
EnterpriseA commercialization operating company turning complex problems into governed, deployable products.
ResearchAn attribution engine tracing outputs to research and patented innovation so recognition and royalties return to their sources.
AIArchetypal AI Research for emergent behavior and alignment; Guarded for operational governance, audit, compliance, and risk.
AIA civilization-powered Startup Studio and Product Studio turning aha moments into trustworthy AI products.
ComputeThe verifiable civilization runtime for model governance, scheduling, optimization, and authorized compute federation.
ComputeA hardware venture developing AI chips, sensors, edge systems, and autonomous platforms.

Research note / Research
Connecting outputs to the research, inventions, and people that made them possible.
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Studio perspective / Enterprise
Delivery, rights, and ownership should not wait until the prototype is finished.
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