Operational Stewardship

‍FRAME OS is developed and published through GlobalShare LLC, which serves as its operational and administrative steward.

‍GlobalShare LLC serves as the operating and administrative entity responsible for the publication, licensing coordination, and external stewardship of the FRAME OS framework and its official works. The company provides the legal and organizational structure required to support long-term distribution, licensing discussions, and institutional engagement related to FRAME OS.

GlobalShare LLC does not claim authorship of the FRAME framework. Its role is to ensure that the system, its publications, and related licensing activities are managed in a clear, stable, and responsible manner over time.

This separation between intellectual creation and operational administration is intentional and designed to preserve the integrity, independence, and longevity of the FRAME OS architecture.
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Weixing Pan (Framer)

FRAME OS was created by Weixing Pan (Framer), whose work centers on understanding intelligence as a structured system shaped by real-world constraints, human judgment, and long-term alignment challenges.

‍The FRAME framework emerged from sustained observation and reflection on how intelligent systems behave in practice—across financial markets, decision-making environments, organizational systems, and human–AI interactions—rather than from model development alone.

Drawing on years of experience in quantitative modeling, system architecture, and applied decision systems, Weixing Pan developed FRAME as a response to the limitations of purely statistical approaches to intelligence. The work integrates theoretical inquiry with practical execution, treating models not as endpoints, but as components within larger semantic and governance structures.

Rather than viewing intelligence as pattern generation, FRAME approaches it as a structured, phase-based system governed by semantics, language, and alignment constraints. FRAME OS represents the consolidation of this perspective into a coherent, operating system–level architecture for intelligence—designed to be studied, loaded, and shared across humans and AI.

Additional professional background and publications can be found on LinkedIn‍
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The Semantic Control Layer

FRAME OS defines a semantic operating system for AI 2.0.

‍AI 2.0, as defined by FRAME, moves beyond single-model intelligence toward structured human–AI co-intelligence. In this paradigm, intelligence is not optimized solely through scale, but through explicit control of meaning, reasoning phases, and alignment mechanisms.

FRAME OS functions as a semantic control layer that governs how intelligence:
• forms and transforms meaning,
• transitions across reasoning phases,
• maintains alignment over time,
• and interacts with human intent and responsibility.

Rather than replacing existing AIs, FRAME OS operates above them—providing a system-level architecture that organizes reasoning behavior, language usage, and long-term stability across domains.

In this sense, FRAME OS is not an application, a model, or a tool. It is an operating system for intelligence in the AI 2.0 era.
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