SMARTCODERZ
Connecting the next view…
Connecting the next view…
Answers that stay connected to their sources.
PDFs, scanned documents and Word files need to become searchable context with traceable sources.
Connect documents, ocr & chunks, embeddings through explicit interfaces, then make cited response visible to the people responsible for the workflow.
The central design question is how to connect documents to cited response while keeping each transformation understandable and each action within its intended scope.
The workflow begins with documents. Establish source context and validate the input before passing it downstream.
Conceptual architecture of the supplied project scope. Select each stage to explore the flow.
The stack brings together the application, data and processing layers needed for this system. The architecture keeps the workflow and its records connected across those layers.
Natural-language document discovery and answer generation with source citations.
Project scope is drawn from supplied company materials. Interface previews illustrate the workflow; they are not production screenshots.
Models, agents, production harnesses, complex software and data architecture. Bring the difficult problem. Let's work through the engineering.