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diff --git a/README.md b/README.md
index 36de840f..5529c2df 100644
--- a/README.md
+++ b/README.md
@@ -7,4 +7,4 @@ layout: landing
 
 # 👋 Welcome
 
-<table data-view="cards"><thead><tr><th data-type="content-ref"></th><th></th><th data-hidden data-type="files"></th><th data-hidden data-type="files"></th><th data-hidden data-card-target data-type="content-ref"></th><th data-hidden data-card-cover data-type="files"></th></tr></thead><tbody><tr><td><a href="discover/README.md">discover.md</a></td><td>Learn about Ocean Protocol's powerful data-sharing capabilities and its potential to transform the way data is shared and monetized.</td><td></td><td></td><td><a href="discover/README.md">discover.md</a></td><td><a href=".gitbook/assets/discover_card.png">discover_card.png</a></td></tr><tr><td><a href="user-guides/">user-guides</a></td><td>Whether you're new to Ocean or just need a refresher on a particular task, the "User Guiders" section is a great resource for quickly finding step-by-step instructions for what you need.</td><td></td><td></td><td><a href="user-guides/">user-guides</a></td><td><a href=".gitbook/assets/user_guides_card.png">user_guides_card.png</a></td></tr><tr><td><a href="developers/">developers</a></td><td>Whether you're building a dApp or integrating with the ecosystem, you'll find plenty of APIs, libraries, and other tools to help you get the job done.</td><td></td><td></td><td><a href="developers/">developers</a></td><td><a href=".gitbook/assets/developer_tutorials_card.png">developer_tutorials_card.png</a></td></tr><tr><td><a href="data-science.md">data-science.md</a></td><td>Data science is the key to unlocking the true potential of decentralized data sharing.</td><td></td><td></td><td></td><td><a href=".gitbook/assets/data_science_card.png">data_science_card.png</a></td></tr><tr><td><a href="infrastructure/">infrastructure</a></td><td>Learn how to deploy your own components on the Ocean Protocol network. </td><td></td><td></td><td><a href="infrastructure/">infrastructure</a></td><td><a href=".gitbook/assets/infrastructure_card.png">infrastructure_card.png</a></td></tr><tr><td><a href="defi.md">defi.md</a></td><td>DeFi (Decentralized Finance) has taken the financial world by storm, and Ocean Protocol has been at the forefront of this movement. In this category, you'll find a wealth of tutorials and guides on various DeFi topics.</td><td></td><td></td><td></td><td><a href=".gitbook/assets/rewards_card.png">rewards_card.png</a></td></tr><tr><td><a href="rewards/">rewards</a></td><td>Discover ways to earn rewards for contributing to the Ocean Protocol ecosystem. Explore bounty programs, grants, and other initiatives that can help you make an impact and earn recognition for your contributions.</td><td></td><td></td><td><a href="rewards/">rewards</a></td><td><a href=".gitbook/assets/rewards_card.png">rewards_card.png</a></td></tr><tr><td><a href="contribute/README.md">contributing.md</a></td><td>Learn how you can contribute to the growth and development of Ocean Protocol. Whether you're interested in community initiatives, open-source projects, or other opportunities, there are many ways to get involved and make a difference.</td><td></td><td></td><td><a href="contribute/README.md">contributing.md</a></td><td><a href=".gitbook/assets/contribute_card.png">contribute_card.png</a></td></tr></tbody></table>
+<table data-view="cards"><thead><tr><th data-type="content-ref"></th><th></th><th data-hidden data-type="files"></th><th data-hidden data-type="files"></th><th data-hidden data-card-target data-type="content-ref"></th><th data-hidden data-card-cover data-type="files"></th></tr></thead><tbody><tr><td><a href="discover/">discover</a></td><td>Learn about Ocean Protocol's powerful data-sharing capabilities and its potential to transform the way data is shared and monetized.</td><td></td><td></td><td><a href="discover/">discover</a></td><td><a href=".gitbook/assets/discover_card.png">discover_card.png</a></td></tr><tr><td><a href="user-guides/">user-guides</a></td><td>Whether you're new to Ocean or just need a refresher on a particular task, the "User Guiders" section is a great resource for quickly finding step-by-step instructions for what you need.</td><td></td><td></td><td><a href="user-guides/">user-guides</a></td><td><a href=".gitbook/assets/user_guides_card.png">user_guides_card.png</a></td></tr><tr><td><a href="developers/">developers</a></td><td>Whether you're building a dApp or integrating with the ecosystem, you'll find plenty of APIs, libraries, and other tools to help you get the job done.</td><td></td><td></td><td><a href="developers/">developers</a></td><td><a href=".gitbook/assets/developer_tutorials_card.png">developer_tutorials_card.png</a></td></tr><tr><td><a href="data-science.md">data-science.md</a></td><td>Data science is the key to unlocking the true potential of decentralized data sharing.</td><td></td><td></td><td></td><td><a href=".gitbook/assets/data_science_card.png">data_science_card.png</a></td></tr><tr><td><a href="infrastructure/">infrastructure</a></td><td>Learn how to deploy your own components on the Ocean Protocol network.</td><td></td><td></td><td><a href="infrastructure/">infrastructure</a></td><td><a href=".gitbook/assets/infrastructure_card.png">infrastructure_card.png</a></td></tr><tr><td><a href="defi/">defi</a></td><td>DeFi (Decentralized Finance) has taken the financial world by storm, and Ocean Protocol has been at the forefront of this movement. In this category, you'll find a wealth of tutorials and guides on various DeFi topics.</td><td></td><td></td><td><a href="defi/">defi</a></td><td><a href=".gitbook/assets/rewards_card.png">rewards_card.png</a></td></tr><tr><td><a href="rewards/">rewards</a></td><td>Discover ways to earn rewards for contributing to the Ocean Protocol ecosystem. Explore bounty programs, grants, and other initiatives that can help you make an impact and earn recognition for your contributions.</td><td></td><td></td><td><a href="rewards/">rewards</a></td><td><a href=".gitbook/assets/rewards_card.png">rewards_card.png</a></td></tr><tr><td><a href="contribute/">contribute</a></td><td>Learn how you can contribute to the growth and development of Ocean Protocol. Whether you're interested in community initiatives, open-source projects, or other opportunities, there are many ways to get involved and make a difference.</td><td></td><td></td><td><a href="contribute/">contribute</a></td><td><a href=".gitbook/assets/contribute_card.png">contribute_card.png</a></td></tr></tbody></table>
diff --git a/SUMMARY.md b/SUMMARY.md
index b29cb3b5..d38491d4 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -27,7 +27,7 @@
   * [Claim OCEAN Rewards](user-guides/claim-ocean-rewards.md)
   * [Guide to Ocean Market](user-guides/using-ocean-market.md)
   * [Liquidity Pools \[deprecated\]](user-guides/remove-liquidity-using-etherscan.md)
-* [Developers](developers/README.md)
+* [👨💻 Developers](developers/README.md)
   * [Architecture Overview](developers/architecture.md)
   * [Data NFTs and Datatokens](developers/datanft-and-datatoken.md)
   * [Roles](developers/roles.md)
diff --git a/contribute/README.md b/contribute/README.md
index 4c892bce..d681c958 100644
--- a/contribute/README.md
+++ b/contribute/README.md
@@ -1,7 +1,7 @@
 ---
 title: Ways to Contribute
 description: Help to improve and develop Ocean core software.
-cover: ../.gitbook/assets/cover/contribute.png
+cover: ../.gitbook/assets/contribute (1).png
 coverY: 0
 ---
 
diff --git a/developers/datanft-and-datatoken.md b/developers/datanft-and-datatoken.md
index 6bb83d28..349159d1 100644
--- a/developers/datanft-and-datatoken.md
+++ b/developers/datanft-and-datatoken.md
@@ -62,7 +62,7 @@ Ocean provides convenient methods to list ERC20 datatokens for sale, with fixed-
 
 ### High-Level Behavior
 
-![High-Level Flow](../.gitbook/assets/architecture/high-level-flow.png)
+![High-Level Flow](<../.gitbook/assets/architecture/high-level-flow (1).png>)
 
 Here's an example.
 
diff --git a/discover/explore.md b/discover/explore.md
index 9838addd..32289fea 100644
--- a/discover/explore.md
+++ b/discover/explore.md
@@ -82,7 +82,7 @@ Participating in the Data Farming initiative demonstrates a commitment to the pr
 
 <details>
 
-<summary><mark style="color:red;">Data Challenges</mark><br><br>Ocean <a href="https://oceanprotocol.com/challenges">Data Challenges</a> offer you a unique opportunity to showcase your skills and creativity in the world of data. These organized events and competitions encourage <a href="../data-science.md">data scientists</a>, researchers, and developers like yourself to explore and innovate using Ocean Protocol.  </summary>
+<summary><mark style="color:red;">Data Challenges</mark><br><br>Ocean <a href="https://oceanprotocol.com/challenges">Data Challenges</a> offer you a unique opportunity to showcase your skills and creativity in the world of data. These organized events and competitions encourage <a href="../data-science/">data scientists</a>, researchers, and developers like yourself to explore and innovate using Ocean Protocol.  </summary>
 
 By participating in Ocean Data Challenges, you can tackle real-world problems, leverage data assets, and utilize the technologies within the Ocean ecosystem. Not only do you have the chance to compete for recognition and prizes, but you also contribute to driving innovation, fostering collaboration, and making a positive impact in the data space.
 
diff --git a/infrastructure/setup-server.md b/infrastructure/setup-server.md
index 9654f6fb..cf250bac 100644
--- a/infrastructure/setup-server.md
+++ b/infrastructure/setup-server.md
@@ -28,7 +28,7 @@ Select Ubuntu OS and choose a plan. The required CPU, Memory depends on the numb
 
 Also, select the region where you want Aquarius to be hosted and a root password.
 
-![Select region](<../.gitbook/assets/server-setup/server-setup3 (1).png>)
+![Select region](../.gitbook/assets/server-setup/server-setup3.png)
 
 ![Click create Droplet](../.gitbook/assets/server-setup/server-setup4.png)
 
diff --git a/user-guides/asset-hosting/azure-cloud.md b/user-guides/asset-hosting/azure-cloud.md
index ff761e2e..975b6f35 100644
--- a/user-guides/asset-hosting/azure-cloud.md
+++ b/user-guides/asset-hosting/azure-cloud.md
@@ -18,41 +18,41 @@ Create an account on [Azure](https://azure.microsoft.com/en-us/). Users might al
 
 Go to the Azure portal: https://portal.azure.com/#home and select `Storage accounts` as shown below.
 
-![Select storage accounts](../../.gitbook/assets/hosting/azure1.png)
+![Select storage accounts](<../../.gitbook/assets/hosting/azure1 (1).png>)
 
 **Create a new storage account**
 
-![Create a storage account](<../../.gitbook/assets/hosting/azure2 (1).png>)
+![Create a storage account](../../.gitbook/assets/hosting/azure2.png)
 
 **Fill in the details**
 
-![Add details](../../.gitbook/assets/hosting/azure3.png)
+![Add details](<../../.gitbook/assets/hosting/azure3 (1).png>)
 
 **Storage account created**
 
-![Storage account created](<../../.gitbook/assets/hosting/azure4 (1).png>)
+![Storage account created](../../.gitbook/assets/hosting/azure4.png)
 
 **Step 2 - Create a blob container**
 
-![Create a blob container](../../.gitbook/assets/hosting/azure5.png)
+![Create a blob container](<../../.gitbook/assets/hosting/azure5 (1).png>)
 
 **Step 3 - Upload a file**
 
-![Upload a file](<../../.gitbook/assets/hosting/azure6 (1).png>)
+![Upload a file](../../.gitbook/assets/hosting/azure6.png)
 
 **Step 4 - Share the file**
 
 **Select the file to be published and click Generate SAS**
 
-![Click generate SAS](../../.gitbook/assets/hosting/azure7.png)
+![Click generate SAS](<../../.gitbook/assets/hosting/azure7 (1).png>)
 
 **Configure the SAS details and click `Generate SAS token and URL`**
 
-![Generate link to file](<../../.gitbook/assets/hosting/azure8 (1).png>)
+![Generate link to file](../../.gitbook/assets/hosting/azure8.png)
 
 **Copy the generated link**
 
-![Copy the link](<../../.gitbook/assets/hosting/azure9 (1).png>)
+![Copy the link](../../.gitbook/assets/hosting/azure9.png)
 
 **Step 5 - Publish the asset using the generated link**
 
diff --git a/user-guides/claim-ocean-rewards.md b/user-guides/claim-ocean-rewards.md
index 39ecb416..14f30e3a 100644
--- a/user-guides/claim-ocean-rewards.md
+++ b/user-guides/claim-ocean-rewards.md
@@ -12,7 +12,7 @@ Want to begin [data farming](https://df.oceandao.org)? Start [here](get-veocean-
 
 Go to [https://df.oceandao.org/](https://df.oceandao.org), and click the Rewards [link](https://df.oceandao.org/activerewards) at the top of the page.
 
-<figure><img src="../.gitbook/assets/Rewards-Tab.png" alt=""><figcaption><p>Click the Rewards link at the top of the page</p></figcaption></figure>
+<figure><img src="../.gitbook/assets/Rewards-Tab (1).png" alt=""><figcaption><p>Click the Rewards link at the top of the page</p></figcaption></figure>
 
 ### Step 2 - Click the pink 'Claim # OCEAN' buttons 🛎️
 
diff --git a/user-guides/compute-to-data/publish-a-c2d-algorithm-nft.md b/user-guides/compute-to-data/publish-a-c2d-algorithm-nft.md
index dc658865..e058b69d 100644
--- a/user-guides/compute-to-data/publish-a-c2d-algorithm-nft.md
+++ b/user-guides/compute-to-data/publish-a-c2d-algorithm-nft.md
@@ -48,7 +48,7 @@ description: How to publish a C2D algorithm NFT on the Ocean Market
 
 * Your preview should look like the following:
 
-<figure><img src="../../.gitbook/assets/preview-publish.png" alt="" width="375"><figcaption></figcaption></figure>
+<figure><img src="../../.gitbook/assets/preview-publish (1).png" alt="" width="375"><figcaption></figcaption></figure>
 
 #### Step 8 - Submit the transactions
 
diff --git a/user-guides/compute-to-data/publish-a-c2d-data-nft.md b/user-guides/compute-to-data/publish-a-c2d-data-nft.md
index 7ea9b82c..d1de09e9 100644
--- a/user-guides/compute-to-data/publish-a-c2d-data-nft.md
+++ b/user-guides/compute-to-data/publish-a-c2d-data-nft.md
@@ -76,7 +76,7 @@ description: How to publish a data NFT with C2D configurations
 
 #### Congratulations! You have fully finished the C2D flow. Check your work by verifying that your algorithm appears on the data NFT's page, like in the following example:
 
-<figure><img src="../../.gitbook/assets/double-check-work (1).png" alt="" width="375"><figcaption><p>Your algorithm should appear now on the data NFT's page!</p></figcaption></figure>
+<figure><img src="../../.gitbook/assets/double-check-work.png" alt="" width="375"><figcaption><p>Your algorithm should appear now on the data NFT's page!</p></figcaption></figure>
 
 If you would like to run the compute job, then simply click the radio button to the left of the algorithm's name and click Buy Compute Job.
 
diff --git a/user-guides/remove-liquidity-using-etherscan.md b/user-guides/remove-liquidity-using-etherscan.md
index 3cc882fc..1eec696f 100644
--- a/user-guides/remove-liquidity-using-etherscan.md
+++ b/user-guides/remove-liquidity-using-etherscan.md
@@ -14,7 +14,7 @@ Liquidity pools and dynamic pricing used to be supported in previous versions of
 
 4\. Go to field `20. balanceOf` and insert your ETH address. This will retrieve your pool share token balance in wei.
 
-<figure><img src="../.gitbook/assets/balance-of (1).png" alt=""><figcaption><p>Balance Of</p></figcaption></figure>
+<figure><img src="../.gitbook/assets/balance-of (1) (1) (1).png" alt=""><figcaption><p>Balance Of</p></figcaption></figure>
 
 5\. Copy this number as later you will use it as the `poolAmountIn` parameter.
 
@@ -39,4 +39,4 @@ Liquidity pools and dynamic pricing used to be supported in previous versions of
 
 10\. Confirm transaction in Metamask
 
-<figure><img src="../.gitbook/assets/liquidity/remove-liquidity-6.png" alt=""><figcaption><p>Confirm transaction</p></figcaption></figure>
+<figure><img src="../.gitbook/assets/confirm-metamask.png" alt=""><figcaption><p>Confirm transaction</p></figcaption></figure>