diff --git a/docs/node-sale/faq/faq.md b/docs/node-sale/faq/faq.md
index d5616b5..e3237be 100644
--- a/docs/node-sale/faq/faq.md
+++ b/docs/node-sale/faq/faq.md
@@ -9,7 +9,7 @@ sidebar_position: 1
 ### Where do I purchase AI Alignment Nodes?
 https://node.0gfoundation.ai/
 ### How do I purchase AI Alignment Nodes?
-See the step by step guide [here](docs/node-sale/details/purchasing-nodes.md).
+See the step-by-step guide [here](docs/node-sale/details/purchasing-nodes.md).
 ### Who can participate in the Node Sale?
 The 0G AI Alignment Node Sale is open to community members in eligible regions who meet the necessary criteria. Please review all disclaimers and important details regarding the 0G Node Sale by visiting our disclaimer [here](https://0gfoundation.ai/disclaimer). Only persons who meet the requirements for the sale are allowed to participate. KYC will be required from the purchaser before any receipt of rewards. 
 ### Are Whitelist and Public Allocations Separate?
diff --git a/docs/preface.md b/docs/preface.md
index f9b4f73..7d181ed 100644
--- a/docs/preface.md
+++ b/docs/preface.md
@@ -51,7 +51,7 @@ With 0G dAIOS, the **TOMA** (transparent, owned, monetized, and aligned) future
   
 - **Monetization**: Centralized AI systems often monopolize profits and leave little incentive for individual contributors. _Blockchain enables the issuance of rewards to incentivize participation and subsequently distribute rewards in a fair and transparent manner._ **Users of 0G’s storage, data availability, or serving platforms pay a small fee for these services, and these rewards are then distributed to the nodes.** 
   
-- **Alignment**: Centralized AI systems lack oversight and governance processes. A select group may have the authority to censor or promote material, leading to misalignment with human values. _Decentralized AI platforms promote collective governance and oversight by increasing access to AI development, fostering inclusivity and innovation by a broader community rather than a single entity._ **0G provides access to lower-cost compute resources, lowering the high cost barrier to entry for inference, fine-tuning, and training.** 
+- **Alignment**: Centralized AI systems lack oversight and governance processes. A select group may have the authority to censor or promote material, leading to misalignment with human values. _Decentralized AI platforms promote collective governance and oversight by increasing access to AI development, fostering inclusivity and innovation by a broader community rather than a single entity._ **0G provides access to lower-cost compute resources, lowering the high-cost barrier to entry for inference, fine-tuning, and training.** 
 
 As the first dAIOS, 0G brings together models, compute and data on a single global platform, enabling developers to build AI applications that are more **PLG** (performant, limitless, and global) than ever before: