Our Judgments & Findings
No hype-chasing — focused on AI's deep impact on real individuals and organizations.
Article list
Secure Download and Provenance: The Baseline Design for Source Code Sales
The core of source code sales is not sending files, but making every download authorized, traceable, and expirable. This product update describes our engineering baseline around short-lived signatures, download limits, fingerprint files, and a license pool, without storing plaintext download keys for buyers.
Co-creation and Customization: Where Standard Licensing Ends and Commercial Negotiation Begins
Standard licensing addresses the certainty of reusable capabilities, while custom commercial engagement addresses complexity in responsibility, boundaries, and delivery. The key question is not price, but whether the need can be productized and whether risk can be covered by standard terms.
Private Deployment or Cloud: The Third Path for AI Adoption in SMEs
When it comes to AI adoption, SMEs are usually pushed to choose between going to the cloud or building everything in-house. What they actually need is a third path: a controllable cost curve, clear data boundaries, replaceable capabilities, and a real right to exit.
The Discipline of Facts in AI Product Delivery: No Invented Feature Lists, No Catch-All Triads
Distortion in AI product delivery usually begins in the description, not in the model. This article argues for treating the engineering repository and the main flow as the single source of truth, so that every capability statement is verifiable and every marketing cover is traceable — with concrete process practices.
From Brand Website to SoftMarket: One Origin, Two Domains of Duty
The brand website and SoftMarket start from the same question but carry different duties: the website helps people form a judgment and build trust, while the marketplace makes licensing and fulfillment clear. They share one set of value judgments, yet must speak at two different densities of expression — and hold one hard rule: no internal jargon on the consumer side.
Why We Insist on Official Source Code Licensing Instead of a SaaS Subscription Wall
We deliver our products through official source code licensing, letting customers deploy on their own and extend the code within licensed boundaries, rather than locking deployability and modifiability behind a subscription wall. This article explains the reasoning, the boundaries, and the costs behind that judgment.
Taiji Creates Two Polarities: AI Zhongzhu's Three Axes of Judgment, Practice, and Product
AI Zhongzhu translates Taiji philosophy into an organizational methodology—beginning with judgment, advancing through practice, and materializing in products—so that individuals and enterprises can thrive in the age of AI.
Let Content Serve Judgment: What We Don't Write on Our Website
We believe good content doesn't conclude for readers, but helps them form their own judgment. This article explains what we deliberately don't write on our website.
Secure Download and Provenance Tracking: The Baseline Design for Source Code Sales
Source code delivery is the baseline of transaction trust. We employ short-lived signatures, download count limits, fingerprint files, and a license pool to build a traceable and constrained secure download mechanism, without storing plaintext keys.