fix url and fresh llms

Author: 0xlukem

.ai/categories/basics.md

@@ -2247,7 +2247,7 @@ Before starting, make sure you have:
 
 - [Talisman](https://talisman.xyz/){target=\_blank} installed and connected to the Polkadot Hub TestNet. Check the [Connect to Polkadot](/develop/smart-contracts/connect-to-polkadot/){target=\_blank} guide for more information.
 - A funded account with some PAS tokens (you can get them from the [Faucet](https://faucet.polkadot.io/?parachain=1111){target=\_blank}, noting that the faucet imposes a daily token limit, which may require multiple requests to obtain sufficient funds for testing).
-- Basic understanding of Solidity and NFTs, see the [Solidity Basics](https://soliditylang.org/){target=\_blank} and the [NFT Overview](https://ethereum.org/nft/){target=\_blank} guides for more details.
+- Basic understanding of Solidity and NFTs, see the [Solidity Basics](https://www.soliditylang.org/){target=\_blank} and the [NFT Overview](https://ethereum.org/nft/){target=\_blank} guides for more details.
 
 ## Create the NFT Contract
 
@@ -6041,7 +6041,7 @@ Polkadot is designed to support an ecosystem of parachains, rather than hosting
 This guide outlines the primary approaches to developing smart contracts in the Polkadot ecosystem:
 
 - **PolkaVM-compatible contracts**: Support Solidity and any language that compiles down to RISC-V while maintaining compatibility with Ethereum based tools.
-- **EVM-compatible contracts**: Support languages like [Solidity](https://soliditylang.org/){target=\_blank} and [Vyper](https://vyperlang.org/){target=\_blank}, offering compatibility with popular Ethereum tools and wallets.
+- **EVM-compatible contracts**: Support languages like [Solidity](https://www.soliditylang.org/){target=\_blank} and [Vyper](https://vyperlang.org/){target=\_blank}, offering compatibility with popular Ethereum tools and wallets.
 - **Wasm-based smart contracts**: Using [ink!](https://use.ink/){target=\_blank}, a Rust-based embedded domain-specific language (eDSL), enabling developers to leverage Rust’s safety and tooling.
 
 You'll explore the key differences between these development paths, along with considerations for parachain developers integrating smart contract functionality.

.ai/categories/dapps.md

@@ -2859,7 +2859,7 @@ Before starting, make sure you have:
 
 - [Talisman](https://talisman.xyz/){target=\_blank} installed and connected to the Polkadot Hub TestNet. Check the [Connect to Polkadot](/develop/smart-contracts/connect-to-polkadot/){target=\_blank} guide for more information.
 - A funded account with some PAS tokens (you can get them from the [Faucet](https://faucet.polkadot.io/?parachain=1111){target=\_blank}, noting that the faucet imposes a daily token limit, which may require multiple requests to obtain sufficient funds for testing).
-- Basic understanding of Solidity and NFTs, see the [Solidity Basics](https://soliditylang.org/){target=\_blank} and the [NFT Overview](https://ethereum.org/nft/){target=\_blank} guides for more details.
+- Basic understanding of Solidity and NFTs, see the [Solidity Basics](https://www.soliditylang.org/){target=\_blank} and the [NFT Overview](https://ethereum.org/nft/){target=\_blank} guides for more details.
 
 ## Create the NFT Contract
 
@@ -4089,7 +4089,7 @@ A mechanism for specifying the initial state of a blockchain. By convention, thi
 
 ## GRANDPA
 
-A deterministic finality mechanism for blockchains that is implemented in the [Rust](https://www.rust-lang.org/){target=\_blank} programming language.
+A deterministic finality mechanism for blockchains that is implemented in the [Rust](https://rust-lang.org/){target=\_blank} programming language.
 
 The [formal specification](https://github.com/w3f/consensus/blob/master/pdf/grandpa-old.pdf){target=\_blank} is maintained by the [Web3 Foundation](https://web3.foundation/){target=\_blank}.
 
@@ -4225,7 +4225,7 @@ Learn more in the [storage items](https://paritytech.github.io/polkadot-sdk/mast
 
 ## Substrate
 
-A flexible framework for building modular, efficient, and upgradeable blockchains. Substrate is written in the [Rust](https://www.rust-lang.org/){target=\_blank} programming language and is maintained by [Parity Technologies](https://www.parity.io/){target=\_blank}.
+A flexible framework for building modular, efficient, and upgradeable blockchains. Substrate is written in the [Rust](https://rust-lang.org/){target=\_blank} programming language and is maintained by [Parity Technologies](https://www.parity.io/){target=\_blank}.
 
 ## Transaction
 
@@ -4252,7 +4252,7 @@ An execution architecture that allows for the efficient, platform-neutral expres
 deterministic, machine-executable logic.
 
 [Wasm](https://webassembly.org/){target=\_blank} can be compiled from many languages, including
-the [Rust](https://www.rust-lang.org/){target=\_blank} programming language. Polkadot SDK-based chains use a Wasm binary to provide portable [runtimes](#runtime) that can be included as part of the chain's state.
+the [Rust](https://rust-lang.org/){target=\_blank} programming language. Polkadot SDK-based chains use a Wasm binary to provide portable [runtimes](#runtime) that can be included as part of the chain's state.
 
 ## Weight
 
@@ -9226,7 +9226,7 @@ Polkadot is designed to support an ecosystem of parachains, rather than hosting
 This guide outlines the primary approaches to developing smart contracts in the Polkadot ecosystem:
 
 - **PolkaVM-compatible contracts**: Support Solidity and any language that compiles down to RISC-V while maintaining compatibility with Ethereum based tools.
-- **EVM-compatible contracts**: Support languages like [Solidity](https://soliditylang.org/){target=\_blank} and [Vyper](https://vyperlang.org/){target=\_blank}, offering compatibility with popular Ethereum tools and wallets.
+- **EVM-compatible contracts**: Support languages like [Solidity](https://www.soliditylang.org/){target=\_blank} and [Vyper](https://vyperlang.org/){target=\_blank}, offering compatibility with popular Ethereum tools and wallets.
 - **Wasm-based smart contracts**: Using [ink!](https://use.ink/){target=\_blank}, a Rust-based embedded domain-specific language (eDSL), enabling developers to leverage Rust’s safety and tooling.
 
 You'll explore the key differences between these development paths, along with considerations for parachain developers integrating smart contract functionality.

.ai/categories/infrastructure.md

@@ -2248,7 +2248,7 @@ Before starting, make sure you have:
 
 - [Talisman](https://talisman.xyz/){target=\_blank} installed and connected to the Polkadot Hub TestNet. Check the [Connect to Polkadot](/develop/smart-contracts/connect-to-polkadot/){target=\_blank} guide for more information.
 - A funded account with some PAS tokens (you can get them from the [Faucet](https://faucet.polkadot.io/?parachain=1111){target=\_blank}, noting that the faucet imposes a daily token limit, which may require multiple requests to obtain sufficient funds for testing).
-- Basic understanding of Solidity and NFTs, see the [Solidity Basics](https://soliditylang.org/){target=\_blank} and the [NFT Overview](https://ethereum.org/nft/){target=\_blank} guides for more details.
+- Basic understanding of Solidity and NFTs, see the [Solidity Basics](https://www.soliditylang.org/){target=\_blank} and the [NFT Overview](https://ethereum.org/nft/){target=\_blank} guides for more details.
 
 ## Create the NFT Contract
 
@@ -3951,7 +3951,7 @@ A mechanism for specifying the initial state of a blockchain. By convention, thi
 
 ## GRANDPA
 
-A deterministic finality mechanism for blockchains that is implemented in the [Rust](https://www.rust-lang.org/){target=\_blank} programming language.
+A deterministic finality mechanism for blockchains that is implemented in the [Rust](https://rust-lang.org/){target=\_blank} programming language.
 
 The [formal specification](https://github.com/w3f/consensus/blob/master/pdf/grandpa-old.pdf){target=\_blank} is maintained by the [Web3 Foundation](https://web3.foundation/){target=\_blank}.
 
@@ -4087,7 +4087,7 @@ Learn more in the [storage items](https://paritytech.github.io/polkadot-sdk/mast
 
 ## Substrate
 
-A flexible framework for building modular, efficient, and upgradeable blockchains. Substrate is written in the [Rust](https://www.rust-lang.org/){target=\_blank} programming language and is maintained by [Parity Technologies](https://www.parity.io/){target=\_blank}.
+A flexible framework for building modular, efficient, and upgradeable blockchains. Substrate is written in the [Rust](https://rust-lang.org/){target=\_blank} programming language and is maintained by [Parity Technologies](https://www.parity.io/){target=\_blank}.
 
 ## Transaction
 
@@ -4114,7 +4114,7 @@ An execution architecture that allows for the efficient, platform-neutral expres
 deterministic, machine-executable logic.
 
 [Wasm](https://webassembly.org/){target=\_blank} can be compiled from many languages, including
-the [Rust](https://www.rust-lang.org/){target=\_blank} programming language. Polkadot SDK-based chains use a Wasm binary to provide portable [runtimes](#runtime) that can be included as part of the chain's state.
+the [Rust](https://rust-lang.org/){target=\_blank} programming language. Polkadot SDK-based chains use a Wasm binary to provide portable [runtimes](#runtime) that can be included as part of the chain's state.
 
 ## Weight
 
@@ -9256,7 +9256,7 @@ Polkadot is designed to support an ecosystem of parachains, rather than hosting
 This guide outlines the primary approaches to developing smart contracts in the Polkadot ecosystem:
 
 - **PolkaVM-compatible contracts**: Support Solidity and any language that compiles down to RISC-V while maintaining compatibility with Ethereum based tools.
-- **EVM-compatible contracts**: Support languages like [Solidity](https://soliditylang.org/){target=\_blank} and [Vyper](https://vyperlang.org/){target=\_blank}, offering compatibility with popular Ethereum tools and wallets.
+- **EVM-compatible contracts**: Support languages like [Solidity](https://www.soliditylang.org/){target=\_blank} and [Vyper](https://vyperlang.org/){target=\_blank}, offering compatibility with popular Ethereum tools and wallets.
 - **Wasm-based smart contracts**: Using [ink!](https://use.ink/){target=\_blank}, a Rust-based embedded domain-specific language (eDSL), enabling developers to leverage Rust’s safety and tooling.
 
 You'll explore the key differences between these development paths, along with considerations for parachain developers integrating smart contract functionality.

.ai/categories/networks.md

@@ -2248,7 +2248,7 @@ Before starting, make sure you have:
 
 - [Talisman](https://talisman.xyz/){target=\_blank} installed and connected to the Polkadot Hub TestNet. Check the [Connect to Polkadot](/develop/smart-contracts/connect-to-polkadot/){target=\_blank} guide for more information.
 - A funded account with some PAS tokens (you can get them from the [Faucet](https://faucet.polkadot.io/?parachain=1111){target=\_blank}, noting that the faucet imposes a daily token limit, which may require multiple requests to obtain sufficient funds for testing).
-- Basic understanding of Solidity and NFTs, see the [Solidity Basics](https://soliditylang.org/){target=\_blank} and the [NFT Overview](https://ethereum.org/nft/){target=\_blank} guides for more details.
+- Basic understanding of Solidity and NFTs, see the [Solidity Basics](https://www.soliditylang.org/){target=\_blank} and the [NFT Overview](https://ethereum.org/nft/){target=\_blank} guides for more details.
 
 ## Create the NFT Contract
 
@@ -3226,7 +3226,7 @@ A mechanism for specifying the initial state of a blockchain. By convention, thi
 
 ## GRANDPA
 
-A deterministic finality mechanism for blockchains that is implemented in the [Rust](https://www.rust-lang.org/){target=\_blank} programming language.
+A deterministic finality mechanism for blockchains that is implemented in the [Rust](https://rust-lang.org/){target=\_blank} programming language.
 
 The [formal specification](https://github.com/w3f/consensus/blob/master/pdf/grandpa-old.pdf){target=\_blank} is maintained by the [Web3 Foundation](https://web3.foundation/){target=\_blank}.
 
@@ -3362,7 +3362,7 @@ Learn more in the [storage items](https://paritytech.github.io/polkadot-sdk/mast
 
 ## Substrate
 
-A flexible framework for building modular, efficient, and upgradeable blockchains. Substrate is written in the [Rust](https://www.rust-lang.org/){target=\_blank} programming language and is maintained by [Parity Technologies](https://www.parity.io/){target=\_blank}.
+A flexible framework for building modular, efficient, and upgradeable blockchains. Substrate is written in the [Rust](https://rust-lang.org/){target=\_blank} programming language and is maintained by [Parity Technologies](https://www.parity.io/){target=\_blank}.
 
 ## Transaction
 
@@ -3389,7 +3389,7 @@ An execution architecture that allows for the efficient, platform-neutral expres
 deterministic, machine-executable logic.
 
 [Wasm](https://webassembly.org/){target=\_blank} can be compiled from many languages, including
-the [Rust](https://www.rust-lang.org/){target=\_blank} programming language. Polkadot SDK-based chains use a Wasm binary to provide portable [runtimes](#runtime) that can be included as part of the chain's state.
+the [Rust](https://rust-lang.org/){target=\_blank} programming language. Polkadot SDK-based chains use a Wasm binary to provide portable [runtimes](#runtime) that can be included as part of the chain's state.
 
 ## Weight
 
@@ -7281,7 +7281,7 @@ Polkadot is designed to support an ecosystem of parachains, rather than hosting
 This guide outlines the primary approaches to developing smart contracts in the Polkadot ecosystem:
 
 - **PolkaVM-compatible contracts**: Support Solidity and any language that compiles down to RISC-V while maintaining compatibility with Ethereum based tools.
-- **EVM-compatible contracts**: Support languages like [Solidity](https://soliditylang.org/){target=\_blank} and [Vyper](https://vyperlang.org/){target=\_blank}, offering compatibility with popular Ethereum tools and wallets.
+- **EVM-compatible contracts**: Support languages like [Solidity](https://www.soliditylang.org/){target=\_blank} and [Vyper](https://vyperlang.org/){target=\_blank}, offering compatibility with popular Ethereum tools and wallets.
 - **Wasm-based smart contracts**: Using [ink!](https://use.ink/){target=\_blank}, a Rust-based embedded domain-specific language (eDSL), enabling developers to leverage Rust’s safety and tooling.
 
 You'll explore the key differences between these development paths, along with considerations for parachain developers integrating smart contract functionality.

.ai/categories/parachains.md

@@ -3460,7 +3460,7 @@ Before starting, make sure you have:
 
 - [Talisman](https://talisman.xyz/){target=\_blank} installed and connected to the Polkadot Hub TestNet. Check the [Connect to Polkadot](/develop/smart-contracts/connect-to-polkadot/){target=\_blank} guide for more information.
 - A funded account with some PAS tokens (you can get them from the [Faucet](https://faucet.polkadot.io/?parachain=1111){target=\_blank}, noting that the faucet imposes a daily token limit, which may require multiple requests to obtain sufficient funds for testing).
-- Basic understanding of Solidity and NFTs, see the [Solidity Basics](https://soliditylang.org/){target=\_blank} and the [NFT Overview](https://ethereum.org/nft/){target=\_blank} guides for more details.
+- Basic understanding of Solidity and NFTs, see the [Solidity Basics](https://www.soliditylang.org/){target=\_blank} and the [NFT Overview](https://ethereum.org/nft/){target=\_blank} guides for more details.
 
 ## Create the NFT Contract
 
@@ -5652,7 +5652,7 @@ It's important to note that each provider has specific requirements and associat
 Kubernetes is a portable, extensible, open-source platform for managing containerized workloads and services. Zombienet is designed to be compatible with a variety of Kubernetes clusters, including: 
 
 - [Google Kubernetes Engine (GKE)](https://cloud.google.com/kubernetes-engine){target=\_blank}
-- [Docker Desktop](https://docs.docker.com/desktop/features/kubernetes/){target=\_blank}
+- [Docker Desktop](https://docs.docker.com/desktop/use-desktop/kubernetes/){target=\_blank}
 - [kind](https://kind.sigs.k8s.io/){target=\_blank}
 
 #### Requirements
@@ -6716,7 +6716,7 @@ A mechanism for specifying the initial state of a blockchain. By convention, thi
 
 ## GRANDPA
 
-A deterministic finality mechanism for blockchains that is implemented in the [Rust](https://www.rust-lang.org/){target=\_blank} programming language.
+A deterministic finality mechanism for blockchains that is implemented in the [Rust](https://rust-lang.org/){target=\_blank} programming language.
 
 The [formal specification](https://github.com/w3f/consensus/blob/master/pdf/grandpa-old.pdf){target=\_blank} is maintained by the [Web3 Foundation](https://web3.foundation/){target=\_blank}.
 
@@ -6852,7 +6852,7 @@ Learn more in the [storage items](https://paritytech.github.io/polkadot-sdk/mast
 
 ## Substrate
 
-A flexible framework for building modular, efficient, and upgradeable blockchains. Substrate is written in the [Rust](https://www.rust-lang.org/){target=\_blank} programming language and is maintained by [Parity Technologies](https://www.parity.io/){target=\_blank}.
+A flexible framework for building modular, efficient, and upgradeable blockchains. Substrate is written in the [Rust](https://rust-lang.org/){target=\_blank} programming language and is maintained by [Parity Technologies](https://www.parity.io/){target=\_blank}.
 
 ## Transaction
 
@@ -6879,7 +6879,7 @@ An execution architecture that allows for the efficient, platform-neutral expres
 deterministic, machine-executable logic.
 
 [Wasm](https://webassembly.org/){target=\_blank} can be compiled from many languages, including
-the [Rust](https://www.rust-lang.org/){target=\_blank} programming language. Polkadot SDK-based chains use a Wasm binary to provide portable [runtimes](#runtime) that can be included as part of the chain's state.
+the [Rust](https://rust-lang.org/){target=\_blank} programming language. Polkadot SDK-based chains use a Wasm binary to provide portable [runtimes](#runtime) that can be included as part of the chain's state.
 
 ## Weight
 
@@ -13768,7 +13768,7 @@ Polkadot is designed to support an ecosystem of parachains, rather than hosting
 This guide outlines the primary approaches to developing smart contracts in the Polkadot ecosystem:
 
 - **PolkaVM-compatible contracts**: Support Solidity and any language that compiles down to RISC-V while maintaining compatibility with Ethereum based tools.
-- **EVM-compatible contracts**: Support languages like [Solidity](https://soliditylang.org/){target=\_blank} and [Vyper](https://vyperlang.org/){target=\_blank}, offering compatibility with popular Ethereum tools and wallets.
+- **EVM-compatible contracts**: Support languages like [Solidity](https://www.soliditylang.org/){target=\_blank} and [Vyper](https://vyperlang.org/){target=\_blank}, offering compatibility with popular Ethereum tools and wallets.
 - **Wasm-based smart contracts**: Using [ink!](https://use.ink/){target=\_blank}, a Rust-based embedded domain-specific language (eDSL), enabling developers to leverage Rust’s safety and tooling.
 
 You'll explore the key differences between these development paths, along with considerations for parachain developers integrating smart contract functionality.