Privacy and Data Sovereignty

CogniMesh treats knowledge ownership as a core design requirement. Expert knowledge may include unpublished research, client-sensitive experience, or institutional material that should not be copied into a centralized platform.

Local-First Control

Providers should be able to decide:

What material is indexed.
What metadata is public.
Which queries are allowed.
Whether retrieved passages include source excerpts.
How long logs are retained.
Which consumer agents can access the node.

Public Metadata, Private Data

The discovery mesh should expose enough metadata for selection without revealing the full corpus. A node can announce category, quality, pricing, and availability while keeping documents and embeddings under provider control.

Responsible AI Context

Privacy-preserving retrieval makes it easier for universities, researchers, and specialists to participate in AI ecosystems without surrendering ownership of their work.

Related pages: Knowledge Nodes and AI Interviewer.