Our Judgments & Findings
No hype-chasing — focused on AI's deep impact on real individuals and organizations.
Article list
From Brand Website to SoftMarket: Shared Origins and Distinct Roles
This article explains that AI Zhongzhu's brand website and SoftMarket marketplace share the same origin but have distinct responsibilities: the website embodies judgment and trust, the marketplace handles authorization and fulfillment, and internal jargon is forbidden on the C-end.
Why We Insist on Official Source Code Licensing? — Rejecting the SaaS Subscription Wall
Source code licensing grants customers true ownership and autonomy, avoiding data lock-in and ongoing subscription pressure in SaaS models. This approach respects customer assets and aligns with the demand for technological sovereignty in the AI era.
How Small Teams Can Evaluate and Deploy an AI Business System Using the “Research → Standard” Path
This article offers small teams a framework to evaluate and deploy an AI business system, progressing from a Research Edition prototype to a Standard Edition production deployment. It emphasizes a “evaluate first, deploy later” mindset with four licensing tiers (Research, Standard, Flagship, Custom) and avoids feature‑wall narratives.
Signed ZIP Is Not Formalism: The Boundary of Authenticity in a Single Download
A signed ZIP transforms licensing from an abstract promise into an executable boundary via time-limited links, download count caps, and traceable stamps. What buyers download is not just a file, but a proof of authenticity anchored in time, count, and identity.
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