
Why KnowV follows this topic
KnowV turns fragmented data, documents, operational knowledge, and media into governed knowledge that agents can retrieve, reason over, and use in real workflows.
DeepSeek Harness is often introduced through its “everything is a plugin” model. Plugin systems are familiar; the more consequential idea is Cordis, the runtime underneath.
AI will force software to keep evolving
Enterprises still need stable, reliable, and controlled products. AI-generated systems still require people to understand their structure, verify behavior, and own the outcome.

Effect and Coeffect
An Effect describes what a component changes in its environment. A Coeffect describes what that component needs from the environment.
As AI increases the rate of software change, reversible composition becomes infrastructure rather than an optional capability.
The boundary of reversibility
Reversibility does not mean a system can undo everything. Transactions, idempotency, and compensation are still needed beyond the runtime boundary.
About KnowV
KnowV builds multimodal enterprise knowledge systems that connect governed knowledge with reasoning and execution.
Make enterprise knowledge drive real business workflows
From quick cloud trials to enterprise-grade private deployment, KnowV helps organizations build knowledge systems that keep accumulating, reasoning, and acting.
