Agents & AutomationLetter A1 min read
In plain English
Enriching models with external context, tools, or data for more accurate outputs.
Full definition
Augmentation connects general-purpose models to live data, enterprise documents, and APIs so responses stay relevant and actionable. It is a core pattern behind assistants that feel domain-aware without full retraining.
On AshnaAI, augmentation shows up through knowledge uploads, connectors, and agent skills that ground answers in your sources.
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RAG done right: ingestion and chunking
Read the full article on the AshnaAI blog.
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