diff --git a/docs/components/ai.md b/docs/components/ai.md
index 6754a14..03445ac 100644
--- a/docs/components/ai.md
+++ b/docs/components/ai.md
@@ -12,7 +12,7 @@ Instead of relying on centralized servers to process data, it leverages local de
 
 Key features of this AI assistant include:
 
-- **Local Data Processing**: Your data never leaves your device or is processed within a secure, decentralized network.
+- **Local Data Processing**: Your data never leaves your device [?] or is processed within a secure, decentralized network.
 - **User-Controlled Models**: You decide how the AI functions, what it learns, and how it interacts with your data.
 - **Interoperability**: It connects seamlessly with other decentralized systems, ensuring autonomy without isolation.
 
diff --git a/docs/introduction.md b/docs/introduction.md
index 2eafd22..9959df0 100644
--- a/docs/introduction.md
+++ b/docs/introduction.md
@@ -34,16 +34,16 @@ The fourth generation of ThreeFold is a decentralized and self-healing ecosystem
 ThreeFold's Web4 is composed of revolutionary tools providing a truly decentralized Internet:
 
 - **Web4 Phones**
-  - Secure smartphones built-in with decentralized apps
+  - Secure smartphones with built-in decentralized apps
 - **TF Genie**
   - AI-driven virtual assistants directly on your secure phone
 - **Web4 Nodes**
   - The backbone of the Web4 cloud offering compute and data resources
 - **Web4 Routers**
-  - Routers always finding the shortest path, linking the nodes and phones altogether
+  - Routers always finding the shortest path, linking the nodes and phones together
 
 ![](./img/web4_overview.png)
 
-Those products redefine digital autonomy in a concrete and practical manner.
+These products redefine digital autonomy in a concrete and practical manner.
 
-> Read forward to learn more about this innovative system and how you can build it with us.
\ No newline at end of file
+> Read on to learn more about this innovative system and how you can build it with us.
diff --git a/docs/roadmap.md b/docs/roadmap.md
index 1e198ae..f81c72f 100644
--- a/docs/roadmap.md
+++ b/docs/roadmap.md
@@ -29,7 +29,7 @@ ThreeFold has accomplished so much over the years: we are currently in the fourt
 - We are building a decentralized sovereign alternative to today's centralized Internet model.
 - We are making significant progress towards realizing this vision. 
 
-**We present here the currently available features as well as the features that will be available in a near future.**
+**We present here the currently available features as well as the features that will be available in the near future.**
 
 Currently, the ThreeFold Grid is in more than 50 countries with thousands of nodes online providing data, network and cloud resources to users as a working proof of concept. 
 
@@ -61,4 +61,4 @@ Many developers from everywhere over the world are creating the required pieces
 - Secure Chat
 - Secure file storage & sharing platform
 - Proof of authenticity
-- Chain of trust
\ No newline at end of file
+- Chain of trust
diff --git a/docs/tech.md b/docs/tech.md
index 6bb914f..0be50a9 100644
--- a/docs/tech.md
+++ b/docs/tech.md
@@ -17,7 +17,7 @@ Together with our partners, we have all the required parts to make it happen on
 
 ### Personal Level
 
-- **Agent Layer**: Every person owns a Personal Digital Assistant, managing their digital life.
+- **Agent Layer**: Every person owns a Personal Digital Assistant (PDA), managing their digital life.
 - **Identity Layer**: Strong reputation management, proof of authenticity, a global name system.
 - **Intelligence Layer**: Decentralized, personal AI systems for collaboration & augmented intelligence.
 - **Transaction Layer**: Fully integrated with Web3 systems and beyond, e.g. mutual credit, etc.
@@ -45,10 +45,10 @@ The following are the required components to make all this possible:
   - Self-healing and automated resource management via bare metal ThreeFold nodes.
 - **Mycelium**: End-to-end encrypted network always using the shortest path.
 - **Quantum Safe Storage**: Technology resistant to quantum computer attacks where data can never be lost.
-- **Advanced AI Agent**: Get ready to build the apps of the future in full compatibility with Web3. 
+- **Advanced AI Agent**: 
 - **Smart Contract for IT**: Blockchain-based resource allocation with signed contracts.
   - Secure, transparent transaction mechanisms for deployment of solutions on the ThreeFold Grid.
 
 > For more information, read the [ThreeFold Tech ebook](https://threefold.info/tech).
 
-[^1]: Augmented Collective Intelligence - Supermind [Link](https://www.supermind.design/)
\ No newline at end of file
+[^1]: Augmented Collective Intelligence - Supermind [Link](https://www.supermind.design/)