Udhay/cleanup whole doc

docs/0g-chain.md

@@ -7,9 +7,9 @@ sidebar_position: 5
 # 0G Chain: The Fastest Modular AI Chain
 ---
 
-0G Chain is a highly scalable, AI-optimized L1 blockchain designed to meet the needs of data-heavy applications. Built with a modular architecture, it allows for the independent optimization of key components like consensus, execution, and storage—making it ideal for AI-driven workflows. 0G is fully **EVM-compatible**, so decentralized applications (dApps) already deployed on other L1 or L2 chains (such as Ethereum or rollups) can easily leverage 0G's products without needing to migrate entirely.
+0G is the largest AI Layer 1 ecosystem, powered by the fastest DeAIOS (decentralized AI Operating System). With $325M raised, 0G is the ultimate home for DeAI. Built with a modular architecture, it allows for the independent optimization of key components like consensus, execution, and storage—making it ideal for AI-driven workflows. 0G is fully **EVM-compatible**, so decentralized applications (dApps) already deployed on other L1 or L2 chains (such as Ethereum or rollups) can easily leverage 0G's products without needing to migrate entirely.
 
-0G Chain supports a [data availability network](./da/0g-da.md), [distributed storage network](0g-storage.md), and [AI compute network](0g-compute.md). All of these networks integrate with 0G Chain's highly scalable consensus network, built to handle massive data volumes suitable for AI.
+0G Chain supports a [data availability network](./da/0g-da.md), [distributed storage network](0g-storage.md), and [AI compute network](0g-compute.md). These networks integrate with 0G Chain's highly scalable consensus network, which is built to handle massive data volumes suitable for AI.
 
 As the demand for network capacity increases, new consensus networks can be added to enable horizontal scalability, thereby boosting the overall bandwidth and performance of the system. By **decoupling data publication from data storage**, 0G optimizes both throughput and scalability, surpassing the limitations seen in existing data availability (DA) solutions.
 

docs/0g-compute.md

@@ -11,17 +11,17 @@ In today's world, AI models are transforming industries, driving innovation, and
 
 ## What is 0G Compute Network?
 
-The 0G Compute Network is a decentralized framework that provides AI computing capabilities to our community. It forms a crucial part of dAIOS and, together with the storage network, offers comprehensive end-to-end support for dApp development and services.
+The 0G Compute Network is a decentralized framework that provides AI computing capabilities to our community. It forms a crucial part of deAIOS and, together with the storage network, offers comprehensive end-to-end support for dApp development and services.
 
-The first iteration focuses specifically on decentralized settlement for inference, connecting buyers (who want to use AI models) with sellers (who run these models on their GPUs) in a trustless, transparent manner. Sellers, known as service providers, are able to set the price for each model they support and be rewarded real-time for their contributions. It’s a fully decentralized marketplace that eliminates the need for intermediaries, redefining how AI services are accessed and delivered and making them cheaper, more efficient, and accessible to anyone, anywhere.
+The first iteration focuses specifically on decentralized settlement for inference, connecting buyers (who want to use AI models) with sellers (who run these models on their GPUs) in a trustless, transparent manner. Sellers, known as service providers, can set the price for each model they support and receive real-time rewards for their contributions. It's a fully decentralized marketplace that eliminates the need for intermediaries, redefining how AI services are accessed and delivered by making them cheaper, more efficient, and accessible to anyone, anywhere.
 
 ## How does it work?
 
-The 0G Compute Network contract facilitates secure interactions between users (AI buyers) and service providers (GPU owners running AI models), ensuring smooth data retrieval, fee collection, and service execution. Here’s how it works:
+The 0G Compute Network contract facilitates secure interactions between users (AI buyers) and service providers (GPU owners running AI models), ensuring smooth data retrieval, fee collection, and service execution. Here's how it works:
 
 1. **Service Provider Registration:** Service providers first register the type of AI service they offer (e.g., model inference) and set pricing for each type within the smart contract.
 2. **User Pre-deposits Fees:** When a user wants to access a service, they pre-deposit a fee into the smart contract associated with the selected service provider. This ensures that funds are available to compensate the service provider.
-3. **Request and Response System:** Users send requests for AI inference, and the service provider decides whether to respond based on the sufficiency of the user’s remaining balance. Both the user and the provider sign each request and response, ensuring trustless verification of transactions.
+3. **Request and Response System:** Users send requests for AI inference, and the service provider decides whether to respond based on the sufficiency of the user's remaining balance. Both the user and the provider sign each request and response, ensuring trustless verification of transactions.
 
 Here are some of the key features of the system:
 

docs/0g-storage.md

@@ -9,16 +9,16 @@ sidebar_position: 3
 
 ## Intro to Storage Systems
 
-Storage systems play a critical role in managing, organizing, and ensuring the accessibility of data. In traditional systems, data is often stored centrally, creating risks around availability, censorship, and data loss due to single points of failure. Decentralized storage, on the other hand, addresses these issues by distributing data across a network of nodes, enhancing security, resilience, and scalability. This decentralization is essential, especially in an era where massive data sets are generated and consumed by AI, Web3 applications, and large-scale businesses.
+Storage systems play a critical role in managing, organizing, and ensuring the accessibility of data. In traditional systems, data is often stored centrally, creating risks around availability, censorship, and data loss due to single points of failure. Decentralized storage addresses these issues by distributing data across a network of nodes, enhancing security, resilience, and scalability. This decentralization is essential, especially in an era where massive datasets are generated and consumed by AI, Web3 applications, and large-scale businesses.
 
 ## 0G's Storage System
 
-0G Storage is a distributed data storage system designed with on-chain elements to incentivize storage nodes to store data on behalf of a user. Anyone can run a storage node and receive rewards for maintaining one. For information on how to do so, check out our guide [here](./run-a-node/storage-node.md). 
+0G Storage is a distributed data storage system designed with on-chain elements to incentivize storage nodes to store data on behalf of users. Anyone can run a storage node and receive rewards for maintaining one. For information on how to do so, check out our guide [here](./run-a-node/storage-node.md). 
 
-0G's system itself has two parts:
+0G's system consists of two parts:
 
-1. **The Data Publishing Lane:** Ensures data availability by allowing quick queries and verification through the 0G Consensus network. This ensures that the data stored can be easily accessed and validated by users or applications when needed. 
-2. **The Data Storage Lane:** Manages large data transfers and storage, utilizing an erasure-coding mechanism. This splits data into smaller, redundant fragments distributed across different nodes, guaranteeing data recovery in case of node failure or downtime. 
+1. **The Data Publishing Lane:** Ensures data availability by allowing quick queries and verification through the 0G Consensus network. This ensures that stored data can be easily accessed and validated by users or applications when needed. 
+2. **The Data Storage Lane:** Manages large data transfers and storage using an erasure-coding mechanism. This splits data into smaller, redundant fragments distributed across different nodes, guaranteeing data recovery even if some nodes fail or experience downtime. 
 
 For any party wishing to store data with 0G, the data must first be provided alongside payment using 0G's token, which is fully embedded into 0G's main chain. To store this data, it is first *erasure-coded,* meaning that the data being stored is fragmented into redundant smaller pieces distributed across multiple storage locations. Redundancy is essential as it ensures the data can always be recovered, even if some storage locations fail or become unavailable. 
 

docs/build-with-0g/compute-network/overview.md

@@ -12,11 +12,11 @@ We integrate various stages of the AI process to make these services both verifi
 
 ## Components
 
-**Contract:** This component determines the legitimacy of settlement proofs, manages accounts, and handles service information. To do this, it stores variables during the service process, including account information, service details (such as name and URL), and consensus logic.
+**Contract:** This component determines the legitimacy of settlement proofs, manages accounts, and handles service information. It stores variables during the service process, including account information, service details (such as name and URL), and consensus logic.
 
 **Provider:** The owners of AI models and hardware who offer their services for a fee.
 
-**User:** Individuals or organizations who use the services listed by Service Providers. They may also use AI services directly or build applications on top of our API.
+**User:** Individuals or organizations who use the services listed by Service Providers. They may use AI services directly or build applications on top of our API.
 
 ## Process Overview
 

docs/build-with-0g/explorer.md

@@ -5,32 +5,28 @@ title: 0G Explorers
 # 0G Explorers: Visualize the Blockchain Ecosystem
 ---
 
-Our explorers are designed to give you a user-friendly window into the 0G ecosystem. By offering powerful visualization tools, they eliminate the need for complex CLI commands, making it easier for anyone to understand what's happening on-chain. A well-designed UI enhances your experience, allowing you to focus on insights without having to know specific commands.
+Our explorers provide a user-friendly window into the 0G ecosystem. By offering powerful visualization tools, they eliminate the need for complex CLI commands, making it easier for anyone to understand what's happening on-chain. A well-designed UI enhances your experience, allowing you to focus on insights rather than memorizing specific commands.
 
-Explore the 0G Ecosystem with our powerful scanning tools. These explorers provide detailed insights into storage and chain activities, helping you understand and analyze the network effectively.
+These explorers provide detailed insights into storage and chain activities, helping you understand and analyze the network effectively.
 
-## [Storage Scan](https://storagescan-newton.0g.ai/)
+### [Storage Scan](https://storagescan-newton.0g.ai/)
 
-Storage Scan is your go-to tool for exploring storage-related activities within the network.
-
-Use Storage Scan to:
+Storage Scan is your go-to tool for exploring storage-related activities within the network. Use Storage Scan to:
 - Track data storage and retrieval activities
 - Analyze storage capacity and utilization across the network
+- View detailed transaction histories and storage metrics
 
-## [Chain Scan](https://chainscan-newton.0g.ai)
+### [Chain Scan](https://chainscan-newton.0g.ai)
 
 Chain Scan provides a comprehensive view of 0G chain activity and transactions.
-
 Use Chain Scan to:
 - View real-time blockchain transactions
 - Explore blocks, addresses, and smart contracts
 - Analyze network performance and activity trends
 
 ## [Nodes Guru](https://testnet.0g.explorers.guru/)
 
-Nodes Guru provides key information and monitoring tools for validators and node operators to track the health and performance of the network.
-
-Use Nodes Guru to:
+Nodes Guru provides key information and monitoring tools for validators and node operators to track the health and performance of the network. Use Nodes Guru to:
 - View Validator performance metrics like uptime, block proposals, and missed blocks
 - Obtain staking and rewards info
 - Participate in governance proposals and vote on network upgrades or changes 

docs/build-with-0g/faucet.md

@@ -14,6 +14,7 @@ The 0G Faucet provides free testnet tokens, essential for interacting with the 0
 
 ## How to Get Testnet Tokens
 - **Use the Faucet Website:** The easiest way to request tokens is through our [faucet website](https://faucet.0g.ai). Each user can receive up to 1 A0GI token per day, which is sufficient for most testing needs.
+- **Request via thirdweb:** From [thirdweb faucet](https://thirdweb.com/0g-newton-testnet?utm_source=0g&utm_medium=docs), Each user can receive up to 0.01 A0GI token per day.
 - **Request via Discord:** If you require more than 1 A0GI token per day, please reach out in our vibrant [Discord community](https://discord.com/invite/0glabs) to request additional tokens.
 
 :::important 

docs/build-with-0g/rollups-and-appchains/arbitrum-nitro-on-0g-da.md

@@ -28,4 +28,4 @@ Find the [repository for this integration](https://github.com/0glabs/nitro) at h
 - [0G Arbitrum Nitro Rollup Kit](https://github.com/0glabs/nitro)
 
 
-WARNING:This is a beta integration and we are working on resolving open issues.
+> **WARNING:** This is a beta integration and we are working on resolving open issues.

docs/build-with-0g/rollups-and-appchains/op-stack-on-0g-da.md

@@ -68,8 +68,7 @@ The Optimism codebase has been extended to integrate with the 0G DA `da-server`.
   </TabItem>
 </Tabs>
 
-0G DA DA-server accepts the following flags for 0G DA storage using
-[0G DA Open API](https://docs.0g.ai/0g-doc/docs/0g-da/rpc-api/api-1)
+0G DA DA-server accepts the following flags for 0G DA storage using 0G DA Open API
 
 ````
     --zg.server    (default: "localhost:51001") 

docs/build-with-0g/storage-cli.md

@@ -120,7 +120,7 @@ The command-line help listing is reproduced below for your convenience. The same
 **Important Considerations**
 
 *   **Contract Addresses:** You need the accurate contract addresses for the 0G log contract on the specific blockchain you are using. You can find these on the 0G Storage explorer or in the official documentation.
-*   **File Root Hash:** To download a file, you must have its root hash. This is provided when you upload a file or can be found by looking up your transaction on the 0G Storage explorer ([https://storagescan-newton.0g.ai/](https://storagescan-newton.0g.ai/)).
+*   **File Root Hash:** To download a file, you must have its root hash. This is provided when you upload a file or can be found by looking up your transaction on the [0G Storage explorer](https://storagescan-newton.0g.ai/).
 *   **Storage Node RPC Endpoint:** You can use the team-deployed storage node or run your own node for more control and the potential to earn rewards.
 
 

docs/da/0g-da-deep-dive.md

@@ -5,9 +5,9 @@ sidebar_position: 2
 ---
 # 0G DA Technical Deep Dive
 
-The Data Availability (DA) module allows users to submit a piece of data, referred to as a _**DA blob**_. This data is redundantly encoded by the client's proxy and divided into several slices, which are then sent to DA nodes. _**DA nodes**_ gain eligibility to verify the correctness of DA slices by staking. Each DA node verifies the integrity and correctness of its slice and signs it. Once more than 2/3 of the aggregated signatures are on-chain, the data behind the related hash is considered to be decentralized published.
+The Data Availability (DA) module allows users to submit a piece of data, referred to as a _**DA blob**_. This data is redundantly encoded by the client's proxy and divided into several slices, which are then sent to DA nodes. _**DA nodes**_ gain eligibility to verify the correctness of DA slices by staking. Each DA node verifies the integrity and correctness of its slice and signs it. Once more than 2/3 of the aggregated signatures are on-chain, the data behind the related hash is considered to be published decentrally.
 
-To incentivize DA nodes to store the signed data for a period, the signing process itself does not provide any rewards. Instead, rewards are distributed through a process called _**DA Sampling**_. During each DA Sample round, any DA slice within a certain time frame can generate a lottery chance for a reward. DA nodes need to actually store the corresponding slice to redeem the lottery chance and claim the reward.
+To incentivize DA nodes to store the signed data for a period, the signing process itself does not provide any rewards. Instead, rewards are distributed through a process called _**DA Sampling**_. During each DA Sample round, any DA slice within a certain timeframe can generate a lottery chance for a reward. DA nodes must store the corresponding slice to redeem the lottery chance and claim the reward.
 
 The process of generating DA nodes is the same as the underlying chain's PoS process, both achieved through staking. During each DA epoch (approximately 8 hours), DA nodes are assigned to several quorums. Within each quorum, nodes are assigned numbers 0 through 3071. Each number is assigned to exactly one node, but a node may be assigned to multiple quorums, depending on its staking weight.
 
@@ -84,11 +84,10 @@ Admin adjustable parameters
 
 During each period, each DA slice (one row) can be divided into 32 sub-lines. For each sub-line, the `podasQuality` will be computed using the `dataRoot` and assigned `epoch` and `quorumId` of its corresponding DA blob.
 
-\<aside> 💡 By default, all integers are in 256-bit big-endian format when computing hash values. `lineIndex` is the only exception, which is in 64-bit big-endian format.
 
-The hash value can be viewed interchangeably as either 32 bytes of data or a 256-bit big-endian integer.
+> 💡 By default, all integers are in 256-bit big-endian format when computing hash values. `lineIndex` is the only exception, which is in 64-bit big-endian format.
 
-\</aside>
+The hash value can be viewed interchangeably as either 32 bytes of data or a 256-bit big-endian integer.
 
 ```python
 lineQuality = keccak256(sampleSeed, epoch, quorumId, dataRoot, lineIndex);