update archs + fix links

Author: alirezadir

03_system_design/RAGs/README.md

@@ -6,59 +6,59 @@ You can find some code implementation in the [RAGs/code](https://github.com/alir
 <!-- [ ] Todo add agentic RAG code implementation -->
 
 ### Basic RAGs
-<img src="../../assets/RAGs/basic-rag-1.png" alt="Basic RAGs" width="35%" />
+<img src="../../assets/rags/basic-rag-1.png" alt="Basic RAGs" width="35%" />
 
 *Figure: Basic RAGs. Adapted from [cite].*
 
 ### Agentic RAGs
 
-<img src="../../assets/RAGs/agentic-rags-1.jpeg" alt="Agentic-RAGs" width="70%" />
+<img src="../../assets/rags/agentic-rags-1.jpeg" alt="Agentic-RAGs" width="70%" />
 
 *Figure: Agentic RAGs. Adapted from [cite].*
 
-<img src="../../assets/RAGs/agentic-rag-vec.png" alt="Agentic-RAGs" width="70%" />
+<img src="../../assets/rags/agentic-rag-vec.png" alt="Agentic-RAGs" width="70%" />
 
 *Figure: Agentic RAGs. Adapted from [vectorize].*
 
 
 ### Multi-Modal RAGs
-![Multi-Modal RAGs](../../assets/RAGs/multimodal-RAG-o3-1.png)
-![Multi-Modal RAGs](../../assets/RAGs/multimodal-RAG-o3-2.png)
-![Multi-Modal RAGs](../../assets/RAGs/multimodal-RAG-o3-3.png)
-![Multi-Modal RAGs](../../assets/RAGs/multimodal-RAG-o1-1.png)
+![Multi-Modal RAGs](../../assets/rags/multimodal-RAG-o3-1.png)
+![Multi-Modal RAGs](../../assets/rags/multimodal-RAG-o3-2.png)
+![Multi-Modal RAGs](../../assets/rags/multimodal-RAG-o3-3.png)
+![Multi-Modal RAGs](../../assets/rags/multimodal-RAG-o1-1.png)
 
 *Figure: Multi-Modal RAGs. Adapted from [langgraph].*
 
 ## Other Types of RAGs (Advanced)
 
 
 ### CRAGS
-![CRAGs](../../assets/RAGs/c-rag.png)
+![CRAGs](../../assets/rags/c-rag.png)
 
 *Figure: CRAGs. Adapted from [vectorize].*
 
 ### Self-RAGs
-![Self-RAGs](../../assets/RAGs/Self-rag-1.png)
+![Self-RAGs](../../assets/rags/Self-rag-1.png)
 
 *Figure: Self-RAGs. Adapted from [vectorize].*
 
 ### Adaptive-RAGs
-![Adaptive-RAGs](../../assets/RAGs/adaptive-RAG.png)
-![Adaptive-RAGs](../../assets/RAGs/Agentic-rag-langraph.png)
+![Adaptive-RAGs](../../assets/rags/adaptive-RAG.png)
+![Adaptive-RAGs](../../assets/rags/Agentic-rag-langraph.png)
 
 *Figure: Adaptive-RAGs. Adapted from [langgraph].*
 
 
 
 ### KG-RAGs
-![KG-RAGs](../../assets/RAGs/KG-RAG.png)
+![KG-RAGs](../../assets/rags/KG-RAG.png)
 
 *Figure: KG-RAGs. Adapted from [langgraph].*
 
 ## Examples 
 ### Uber Agentic RAG
 - [Enhanced Agentic RAG at Uber (Uber Blog)](https://www.uber.com/blog/enhanced-agentic-rag/?utm_source=chatgpt.com)
-![Agentic RAG Architecture](../../assets/RAGs/uber-agentic-rag.png)
+![Agentic RAG Architecture](../../assets/rags/uber-agentic-rag.png)
     <!-- - [ ] summary (tba) -->
 
 

03_system_design/agents/README.md

@@ -1,6 +1,16 @@
 # Agents
 This page provides an overview of agents in agentic AI systems.
 
-<img src="../../assets/agents/agents-1.jpeg" alt="Agents" width="70%" />
+<img src="../../assets/agentic-ai/agent-def.png" alt="Agents" width="70%" />
+
+<img src="../../assets/agentic-ai/agent-not-agent.jpeg" alt="Agents" width="70%" />
+
+
+## Evolution of Agents
+<img src="../../assets/agentic-ai/agent-evolution.jpeg" alt="Agents" width="70%" />
+
+
+<img src="../../assets/agentic-ai/agent-def.png" alt="Agents" width="70%" />
+
 
 *Figure: Agents.* 

03_system_design/architectures/README.md

@@ -1,15 +1,20 @@
-# Gentic AI Architectures
+# Agentic AI Architectures
 This page provides an overview of architectures in agentic AI systems.
 
-
+<img src="../../assets/architectures/ai-agent-arc-vectorize.png" alt="Agents" width="890%" />
 
 ## Contents: 
-- [Agentic AI Architecture Layers](./agentic-ai-architecture-layers.md)
-- [AI Native Architecture](./ai-native-architectures.md)
-- [ ] Todo: to be updated
+- [Agentic AI Architecture Layers](./agentic-arch-layers.md)
+- [AI Native Architecture](./ai-native-arch.md)
+<!-- - [ ] Todo: to be updated -->
+
 Examples:
-- Agentic AI at Nvidia (./agentic-ai-nvidia.md)
-- PhiloAgent System Architecture (./philoagent_system_architecture.md)
+- [Agentic AI at Nvidia](./nvidia-agentic-ai.md)
+- [PhiloAgent System Architecture](./philoagent_system_architecture.md)
+
+<img src="../../assets/architectures/agentic-ai-arsanjani.png" alt="Agents" width="80%" />
+
+
 
 
 <!-- <img src="../../assets/architectures/architectures-1.jpeg" alt="Architectures" width="70%" />

03_system_design/architectures/agentic-arch-layers.md

@@ -1,6 +1,6 @@
 # Layers of AI Agents Architecture
 
-## Core components 
+<!-- ## Core components  -->
 <!-- Layer, Description, Key Considerations -->
 <!-- **Perception Layer**
 Interfaces with the environment to gather data (e.g., sensors, APIs, user inputs).
@@ -17,9 +17,9 @@ Balances short-term and long-term memory, ensures data relevance and retrieval.
 **Learning Layer**
 Adapts behavior based on feedback and new data.
 Supports online learning, reinforcement learning, and continual learning. -->
+<img src="../../assets/architectures/agentic-ai-architecture-blueprint.png" alt="Agents" width="90%" />
 
-
-###  🧠 Agentic AI System Layer Stack (Production-Ready)
+###  Agentic AI System Layer Stack (Production-Ready)
 
 A modular, extensible architecture for designing production-grade agentic AI systems.
 
@@ -195,7 +195,7 @@ Reg --> Compute --> Storage --> Messaging --> OutputMod --> Struct
 
 ----
 
-##### Cursor version 
+<!-- ##### Cursor version 
 
 
 ### Agentic System Architecture Layers — Production-Ready 
@@ -247,4 +247,4 @@ Reg --> Compute --> Storage --> Messaging --> OutputMod --> Struct
 
 
 
-
+ -->