Updates

MoShun AI Lab launches as an independent site

AI Lab moves from a section of the MoShun Technology site to an independent showcase, reorganised around five capability domains.

MoLing: why visible state came first

Before connecting a production model, we built listening, thinking, retrieving and answering into a visible visual language.

Concerns — MoLing

Retrieval: treating provenance as a first-class concern

Inside an organisation an answer without provenance cannot be trusted. We put citation ahead of raw retrieval quality.

Concerns — Enterprise Knowledge & Internal Q&A · AI Data Analysis & Decision Support

Flow Engine enters private preview

Workflow automation opens to invited organisations, focused on how exception handling and approval steps behave in practice.

Concerns — AI Workflow Automation

Delivery method: start from the role, not the prompt

In an enterprise agent project the first thing to write down is not the prompt but what the agent is responsible for.

Concerns — Enterprise AI Agent Studio

Desktop operation: defining what it must not do, first

The substance of this experiment is the boundary, not the capability. Passwords, payments and identity documents are explicitly excluded.

Concerns — AI Desktop Operation

Content generation: the workflow is the scarce part

Creative Studio is being designed around brand constraint, review and batch delivery rather than single-shot output quality.

Concerns — AI Content & Video Generation

Content architecture: five capability domains

Regrouping by interaction, knowledge, generation, execution and orchestration lets applications at different maturities be compared on one axis.

Insight Engine: analysis is meaningless before definitions settle

The most common blocker in preview is not model capability but the same metric meaning different things in different departments.

Concerns — AI Data Analysis & Decision Support