Update README.md

README.md

@@ -45,15 +45,15 @@ To access and utilize the AgentSearch-V1 dataset, you can stream it via HuggingF
 ```python
 from datasets import load_dataset
 # To stream the entire dataset:
-ds = load_dataset("SciPhi/OpenWebSearch-V1", data_files="**/*", streaming=True)
+ds = load_dataset("SciPhi/AgentSearch-V1", data_files="**/*", streaming=True)
 
 # Optional, stream just the "arxiv" dataset
-ds = load_dataset("SciPhi/OpenWebSearch-V1", data_files="arxiv/*", streaming=True)
+ds = load_dataset("SciPhi/AgentSearch-V1", data_files="arxiv/*", streaming=True)
 ```
 
 ---
 
-A full set of scripts to recreate the dataset from scratch can be found [here](https://github.com/SciPhi/agent-search).
+A full set of scripts to recreate the dataset from scratch can be found [here](https://github.com/SciPhi-AI/agent-search). [Synthesizer](https://github.com/SciPhi-AI/synthesizer) offers direct integration with AgentSearch and top LLM providers.
 
 ### Dataset Summary