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On October 23, 2026, Tezign Technology released the Agentic Transformation Co-construction Plan at the WTCC 2026 West Bund International Technology Consumer Carnival themed forum. According to a report by Shangguan News that day, the plan is open to universities, research institutions, enterprises, model and technology partners, and professional practitioners, and conducts joint research and practical validation around three directions: understanding, judgment, action, and evolution; founder Fan Ling proposed that enterprises should build a subjective world model and an enterprise world model, and establish an autonomous and controllable "sovereign intelligence" rather than relying solely on third-party model services; Tezign has internally implemented a Pod+Community dual-track organizational structure. Later the same day, QbitAI reported that Fan Ling further stated at the WTCC forum that what enterprise AI truly lacks is not a stronger model, but two systems—the "subjective world model" and the "enterprise world model"—which respectively understand customer preferences and the company's internal processes; Tezign has introduced experts from multiple fields to collect judgment paths (Creative Trajectory), with related accumulation reaching the order of ten thousand entries, and simultaneously released the Agentic Transformation Co-construction Plan; the subjective world model's accuracy in behavior simulation had previously reached 85%. Currently, the plan is at the release stage, and no subsequent progress has been disclosed.
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Tezign's Fan Ling: Enterprise AI needs two systems—a subjective world model and an enterprise world modelDevelopments
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Tezign Technology releases agent transformation co-building plan
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Oct 23
QbitAI
Tezign's Fan Ling: Enterprise AI needs two systems—a subjective world model and an enterprise world model
Tezign founder Fan Ling proposed at the WTCC forum that what enterprise AI truly lacks is not a stronger model, but two systems—a "subjective world model" and an "enterprise world model"—to understand customer preferences and internal company processes, respectively. Tezign has brought in experts from multiple domains to collect judgment paths (Creative Trajectory), with related accumulation reaching the tens of thousands, and simultaneously released the Agentic Transformation co-building plan. The subjective world model's accuracy in behavior simulation had previously reached 85%.
Shanghai Observer
Tezign Technology releases a collaborative plan for agent transformation, proposing to build enterprises' "sovereign intelligence"
Tezign Technology (Tezign) released a collaborative plan for agent transformation at the themed forum of the WTCC 2026 West Bund International Technology Consumer Carnival. The plan is open to universities, research institutions, enterprises, model and technology partners, and professional practitioners, and carries out joint research and practical validation around three directions: understanding, judgment, and action and evolution. Founder Fan Ling proposed that enterprises should build a subjective world model and an enterprise world model, and establish autonomous and controllable "sovereign intelligence," rather than relying solely on third-party model services. Tezign has internally implemented a dual-track Pod+Community organizational structure.
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