Emrgnt cmplxty patch 2 (#1657)

* Update README.md

* Update README.md

* Update README.md

* Update README.md

* Update r2r_azure.toml

* Update pyproject.toml

py/README.md

@@ -13,7 +13,7 @@
 </h3>
 
 # About
-R2R (RAG to Riches) is the most advanced AI retrieval system, supporting Retrieval-Augmented Generation (RAG) with production-ready features. Built around a containerized [RESTful API](https://r2r-docs.sciphi.ai/api-reference/introduction), R2R offers multimodal content ingestion, hybrid search functionality, configurable GraphRAG, and comprehensive user and document management.
+R2R (RAG to Riches) is the most advanced AI retrieval system, supporting Retrieval-Augmented Generation (RAG) with production-ready features. Built around a containerized [RESTful API]([https://r2r-docs.sciphi.ai/api-reference/introduction](https://r2r-docs.sciphi.ai/api-and-sdks/introduction)), R2R offers multimodal content ingestion, hybrid search functionality, configurable GraphRAG, and comprehensive user and document management.
 
 For a more complete view of R2R, check out the [full documentation](https://r2r-docs.sciphi.ai/).
 
@@ -33,7 +33,7 @@ For a more complete view of R2R, check out the [full documentation](https://r2r-
 - Release 3.3.0&nbsp;&nbsp;&nbsp;&nbsp;December 3, 2024&nbsp;&nbsp;&nbsp;&nbsp;
 
   Warning: These changes are breaking!
-  - [V3 API Specification](https://r2r-docs.sciphi.ai/api-reference/introduction)
+  - [V3 API Specification](https://r2r-docs.sciphi.ai/api-and-sdks/introduction)
 
 ## Install with pip
 The recommended way to get started with R2R is by using our CLI.
@@ -63,27 +63,27 @@ The command above will install the `full` installation which includes Hatchet fo
 
 ## Getting Started
 
-- [Installation](/documentation/installation/overview): Quick installation of R2R using Docker or pip
-- [Quickstart](/documentation/quickstart): A quick introduction to R2R's core features
-- [Setup](/documentation/configuration/overview): Learn how to setup and configure R2R
-- [API & SDKs](/api-and-sdks/introduction): API reference and Python/JS SDKs for interacting with R2R
+- [Installation](https://r2r-docs.sciphi.ai/documentation/installation/overview): Quick installation of R2R using Docker or pip
+- [Quickstart](https://r2r-docs.sciphi.ai/documentation/quickstart): A quick introduction to R2R's core features
+- [Setup](https://r2r-docs.sciphi.ai/documentation/configuration/overview): Learn how to setup and configure R2R
+- [API & SDKs](https://r2r-docs.sciphi.ai/api-and-sdks/introduction): API reference and Python/JS SDKs for interacting with R2R
 
 ## Cookbooks
 
 - Advanced RAG Pipelines
-  - [RAG Agent](/cookbooks/rag-agent): R2R's powerful RAG agent
-  - [Hybrid Search](/cookbooks/hybrid-search): Introduction to hybrid search
-  - [Advanced RAG](/cookbooks/advanced-rag): Advanced RAG features
+  - [RAG Agent](https://r2r-docs.sciphi.ai/cookbooks/agent): R2R's powerful RAG agent
+  - [Hybrid Search](https://r2r-docs.sciphi.ai/cookbooks/hybrid-search): Introduction to hybrid search
+  - [Advanced RAG](https://r2r-docs.sciphi.ai/cookbooks/advanced-rag): Advanced RAG features
 
 - Orchestration
-  - [Orchestration](/cookbooks/orchestration): R2R event orchestration
-
-- Auth & Admin Features
-  - [Web Development](/cookbooks/web-dev): Building webapps using R2R
-  - [User Auth](/cookbooks/user-auth): Authenticating users
-  - [Collections](/cookbooks/collections): Document collections
-  - [Analytics & Observability](/cookbooks/observability): End-to-end logging and analytics
-  - [Web Application](/cookbooks/application): Connecting with the R2R Application
+  - [Orchestration](https://r2r-docs.sciphi.ai/cookbooks/orchestration): R2R event orchestration
+
+- User Management
+  - [Web Development](https://r2r-docs.sciphi.ai/cookbooks/web-dev): Building webapps using R2R
+  - [User Auth](https://r2r-docs.sciphi.ai/cookbooks/user-auth): Authenticating users
+  - [Collections](https://r2r-docs.sciphi.ai/cookbooks/collections): Document collections
+  - [Analytics & Observability](https://r2r-docs.sciphi.ai/cookbooks/observability): End-to-end logging and analytics
+  - [Web Application](https://r2r-docs.sciphi.ai/cookbooks/application): Connecting with the R2R Application
 
 
 ## Community

py/core/configs/r2r_azure.toml

@@ -41,6 +41,5 @@ document_summary_model = "azure/gpt-4o-mini"
 vision_img_model = "azure/gpt-4o"
 vision_pdf_model = "azure/gpt-4o"
 
-document_summary_model = "azure/gpt-4o-mini"
   [ingestion.chunk_enrichment_settings]
     generation_config = { model = "azure/gpt-4o-mini" }

py/pyproject.toml

@@ -5,7 +5,7 @@ build-backend = "poetry.core.masonry.api"
 [tool.poetry]
 name = "r2r"
 readme = "README.md"
-version = "3.3.0"
+version = "3.3.1"
 
 description = "SciPhi R2R"
 authors = ["Owen Colegrove <[email protected]>"]