First, give conclusions that can be used for decision-making
The normal RAG typically retrieves text after it has been split and allows the model to respond to the text clips; the polymodular knowledge base also understands pictures, tables, plates, drawings, audio and video, and saves page areas, time code, objects, versions and permissions. Selecting is not critical to suffixing the file, but the user question is based on the following: if the picture and video are still accurate, a complex multimodular link is not necessary; if the question concerns location, size relationship, visual state or original section of the picture, then the visual or audio evidence is retained.
What conditions need to be identified before judgement is made?
The same question may have different answers under different business, data and project phases. It is suggested that the following conditions be checked and that the common findings on the web be incorporated into their own projects.
Suggested order of advance
First, we'll be clear about the target and the border.
Collects the user's real questions and marks the medium for the answer.
Validation Key Dependence
Establish a minimum cost baseline using text resolution schemes.
Development of assessable outcomes
Verifying multi-modular search for failure of text programmes.
Make sure you decide the next step with the real results.
Production routes are determined by quality, reference, delay and cost.
How do you understand it in the actual business?
Equipment maintenance staff ask “the type of malfunction for which red lights on the right side of the panel are scintillated continuously”, and the answer relies on the equipment’s photographs, illustrations and historical maintenance videos. The conversion of the description book to text may not lead to visual location relationships. Multi-modular knowledge base should return to specific icons and video time segments and associate equipment types and document versions. Examples do not represent the performance of a particular client, and actual conclusions need to be verified in conjunction with the enterprise’s own business volume, sample, system and responsibility boundaries.
The easiest pit to step on.
All PDFs are sent directly to expensive multi-modular models.
Only for graphic description, not for original area and version
Use several presentation questions instead of real assessments of submedia
How should we end up receiving and confirming?
The receipt and inspection should be based on the statistical analysis of the integrity of the text, the table, the picture, the drawing and the audio and video questions, respectively, the target clip recall, the reference location, the quality of the answer, the refusal and the permission. Each key answer should be able to be checked back to the authorized original page, section or time segment and be effective at the agreed time after the knowledge has been updated.
When preparing to communicate with suppliers or internal teams, it is recommended that current processes, representative samples, existing systems, planning time and budget levels be brought. First, the unknown items are clearly marked, and then the decision is made to use diagnostics, PoC, fixed-range projects or ongoing research and development, which is usually more reliable than a direct demand for a price and duration without borders.