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content/10.introduction.md

@@ -25,8 +25,7 @@ Many questions arise in daily biomedical research practice, for instance, interp
 BioChatter’s main response circuit (blue) composes a number of specifically engineered prompts and passes them (and a conversation history) to the primary LLM, which generates a response for the user based on all inputs.
 This response is simultaneously used to prompt the secondary circuit (orange), which fulfils auxiliary tasks to complement the primary response.
 In particular, using search, the secondary circuit queries a database as prior knowledge repository and compares annotations to the primary response.
-The knowledge graph can also serve as long-term memory extension of the model.
-Further, an independent LLM receives the primary response for fact-checking, which can be supplemented with context-specific information by a retrieval-augmented generation process.
-If this “second opinion” differs from the primary response, a warning is issued.
-The platform is composable in all aspects, allowing arbitrary extensions to other, specialised models for additional tasks orchestrated by the primary LLM.
+The (BioCypher) knowledge graph can also serve as long-term memory extension of the model.
+Further, an independent LLM receives the primary response for fact-checking, which can be supplemented with context-specific information by a retrieval augmented generation process.
+The platform is composable in most aspects, allowing arbitrary extensions to other, specialised models for additional tasks orchestrated by the primary LLM.
 ](images/biochatter_overview.png "Overview"){#fig:overview}