AI Data Engineering · ARTICLEMEMBERS
An answer is the end of a processing chain. Evidence exists only when that chain can be inspected in reverse all the way to a valid source.
AI Data Engineering · ARTICLEMEMBERS
A strong idea may exist between two dense topics. The same space may also contain a data error, poor segmentation or simply no defensible relationship.
AI Data Engineering · ARTICLEMEMBERS
Good search need not hit one perfect sentence immediately. It can first identify the region of knowledge where a defensible answer is likely to exist.
AI Data Engineering · ARTICLEMEMBERS
A vector database can find similar passages. It does not know which source is authoritative, which version applies or which result actually answers the question.
AI Data Engineering · ARTICLEMEMBERS
A chunk is not merely a piece of text. It is a unit of meaning with provenance, neighbourhood and a role in the document.
AI Data Engineering · ARTICLEMEMBERS
Uploading files creates access. A RAG system creates a controlled path from a question through selected evidence to a verifiable answer.
AI Data Engineering · ESSAYFREE
Data as the operating system of artificial intelligence. A long-form essay: the quality of AI is not created first in the answer, but in the order that makes an answer possible, reviewable, and accountable.
AI Data Engineering · ARTICLEMEMBERS
A language model does not become truthful merely because documents are placed in its context. It only gains a better opportunity to ground its answer in inspectable evidence.
AI Data Engineering · ARTICLEFREE
Storage keeps files. Usable project knowledge preserves meaning, relations, validity and decisions.