imbajin commented on issue #183:
URL: 
https://github.com/apache/incubator-hugegraph-ai/issues/183#issuecomment-2690348133

   > Also 
[@imbajin](https://github.com/imbajin?rgh-link-date=2025-02-28T07%3A26%3A17.000Z)
 sir just wanted to know , what is the actual requirement.
   > 
   > * Is it direct prompt -->information
   >   (where user just write a prompt, subtasks will be divided and agents 
gets created based on the knowledge graph structure)
   > * or user will have capability to create and orchestrate his own agents (  
to extract specific information from graph)
   > 
   > And also where we are currently ?
   
   
   Good question in fact, we need to provide both of these abilities at the 
same time, but with a **focus on the second point**. 
   
   We can understand that the first one is mainly aimed at **novice 
users**(novice here means: people who are not completely unfamiliar with 
**property graphs**, and they don't expect a way where simply throwing a 
`text/PDF` can make everything go OK (similar to simple but casual extraction 
of RDF/triplets),  and we need to simply support this case, but it is not the 
key (similarly, including visualization/UI/compatibility with different 
vector-DBs, etc., are not our focus)
   
   Our core focus is on devs with basic vector-db(vector-rag/naive/basic-rag) 
or Agent systems. Assuming they already have Vector-RAG, how can we better 
integrate GraphRAG to provide more operability and ease of orchestration? This 
is also why we provide separate `HTTP-API` layer encapsulation, which 
facilitates developers to call our core query functions directly.
   
   For example, suppose the user is already using `AutoGen` to orchestrate 
their Agent system, and now assuming that the data in the graph has been 
extracted (skipping the extraction step), how can they better and faster 
integrate it into their original system, while maintaining high performance and 
simplicity as much as possible
   
   They(Devs) can directly modify our pipeline/workflow code, instead of 
requiring us to provide a fixed "local/global" mode like Microsoft GraphRAG 
that is not easy to adjust


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