The emergence of ChatGPT has brought AI back into the spotlight, and integrating Crypto with AI has become a hot research topic. StaFi is exploring how AI can be applied to select validators from a staking perspective.

In Proof-of-Stake (PoS) networks, validators play a crucial role. For stakers, choosing which validator to delegate their tokens to is important because it affects several factors:

• Decentralization: The more distributed the validators in a PoS network, the higher the level of decentralization, making the network more secure.

• Staking Rewards: The performance and commission fees of validators directly impact the rewards for stakers.

In SSV integration, selecting operators is similar to choosing validators but with more dynamism. DVT allows multiple nodes to run an operator, and if a node misses three consecutive slots for attestation and becomes inactive, it needs to be replaced to avoid penalties. Therefore, dynamic switching is necessary when validator or node operator parameters change.

In SSV integration, the selection of node operators considers their performance, fees, and status. More details can be found at SSV Proposal.

Regarding models, current GPT models primarily focus on processing natural language or other modal information to generate corresponding outputs, with inference relying on prompt engineering. This differs from the smart delegation algorithm, which ranks and selects validators based on weighted performance indicators.

Using GPT for this process involves inputting validator performance data into GPT and using prompts to instruct GPT to perform logical reasoning. We have tested models like GPT-4, Claude 3.5, and Llama 3 70B, with Gemini 2 currently under testing.

prompt example

You are an expert in blockchain networks, particularly the Cosmos ecosystem. 

Your task is to analyze the provided data and select the suitable validators for delegating stakes in the Cosmos network. 

Consider the following criteria: 

1. Commission rate and stability 
2. Uptime and reliability 
3. Voting participation in governance 
4. Self-bonded stake amount 
5. Total stake and voting power 
6. Decentralization contribution 

Remember to prioritize a balanced selection that promotes network health, security, and decentralization while also considering potential returns for delegators.

data input/output example

[            {                "operatorAddress": "cosmosvaloper19f0w9svr905fhefusyx4z8sf83j6et0g9l5yhl",                "moniker": "NodeStake",                "reasons": [                    "Low and stable commission rate of 5%",                    "High uptime of 100%",                    "High commission stability of 92.7",                    "Significant self-bonded stake of 1000011 tokens",                    "Strong total stake and voting power",                    "Good contribution towards network decentralization"                ]
            },
            {
                "operatorAddress": "cosmosvaloper140l6y2gp3gxvay6qtn70re7z2s0gn57zfd832j",
                "moniker": " Lavender.Five Nodes 🐝",
                "reasons": [
                    "Low and stable commission rate of 5%",
                    "High uptime of 100%",
                    "High commission stability of 91.5",
                    "Significant self-bonded stake of 2514111 tokens",
                    "High total stake and voting power",
                    "Substantial contribution towards network decentralization"
                ]
            },
            {
                "operatorAddress": "cosmosvaloper124maqmcqv8tquy764ktz7cu0gxnzfw54n3vww8",
                "moniker": "Simply Staking",
                "reasons": [
                    "Higher commission rate of 10% but stable",
                    "High uptime of 99.89418%",
                    "Adequate commission stability of 78.7",
                    "Significant self-bonded stake of 23527317 tokens",
                    "Very high total stake and voting power",
                    "Moderate contribution towards network decentralization"
                ]
            },
            {
                "operatorAddress": "cosmosvaloper1rxvkwfw3467nxgs6r7yav6cnygkjzkkc2defr6",
                "moniker": "Cryptostake.com 🇨🇭🇺🇦",
                "reasons": [
                    "Low and stable commission rate of 5%",
                    "High uptime of 100%",
                    "High commission stability of 92.7",
                    "Significant self-bonded stake of 1001721 tokens",
                    "Adequate total stake and voting power",
                    "Good contribution towards network decentralization"
                ]
            },
            {
                "operatorAddress": "cosmosvaloper1am8wmhwta4swx8f4quvffu7hqw48aujwypp0ew",
                "moniker": "Huginn",
                "reasons": [
                    "Low and stable commission rate of 5%",
                    "High uptime of 100%",
                    "Good commission stability of 85.7",
                    "Zero self-bonded stake but high total delegation",
                    "Significant total stake and voting power",
                    "Promoting network decentralization and security"
                ]
            }
        ]

We are also analyzing the results of data and model tests. According to our roadmap, this work is scheduled to be completed by Q3. We can look forward to the integration of AI and StaFi.

The emergence of ChatGPT has brought AI back into the spotlight, and integrating Crypto with AI has become a hot research topic. StaFi is exploring how AI can be applied to select validators from a staking perspective.

In Proof-of-Stake (PoS) networks, validators play a crucial role. For stakers, choosing which validator to delegate their tokens to is important because it affects several factors:

• Decentralization: The more distributed the validators in a PoS network, the higher the level of decentralization, making the network more secure.

• Staking Rewards: The performance and commission fees of validators directly impact the rewards for stakers.

In SSV integration, selecting operators is similar to choosing validators but with more dynamism. DVT allows multiple nodes to run an operator, and if a node misses three consecutive slots for attestation and becomes inactive, it needs to be replaced to avoid penalties. Therefore, dynamic switching is necessary when validator or node operator parameters change.

In SSV integration, the selection of node operators considers their performance, fees, and status. More details can be found at SSV Proposal.

Regarding models, current GPT models primarily focus on processing natural language or other modal information to generate corresponding outputs, with inference relying on prompt engineering. This differs from the smart delegation algorithm, which ranks and selects validators based on weighted performance indicators.

Using GPT for this process involves inputting validator performance data into GPT and using prompts to instruct GPT to perform logical reasoning. We have tested models like GPT-4, Claude 3.5, and Llama 3 70B, with Gemini 2 currently under testing.

prompt example

You are an expert in blockchain networks, particularly the Cosmos ecosystem. 

Your task is to analyze the provided data and select the suitable validators for delegating stakes in the Cosmos network. 

Consider the following criteria: 

1. Commission rate and stability 
2. Uptime and reliability 
3. Voting participation in governance 
4. Self-bonded stake amount 
5. Total stake and voting power 
6. Decentralization contribution 

Remember to prioritize a balanced selection that promotes network health, security, and decentralization while also considering potential returns for delegators.

data input/output example

[            {                "operatorAddress": "cosmosvaloper19f0w9svr905fhefusyx4z8sf83j6et0g9l5yhl",                "moniker": "NodeStake",                "reasons": [                    "Low and stable commission rate of 5%",                    "High uptime of 100%",                    "High commission stability of 92.7",                    "Significant self-bonded stake of 1000011 tokens",                    "Strong total stake and voting power",                    "Good contribution towards network decentralization"                ]
            },
            {
                "operatorAddress": "cosmosvaloper140l6y2gp3gxvay6qtn70re7z2s0gn57zfd832j",
                "moniker": " Lavender.Five Nodes 🐝",
                "reasons": [
                    "Low and stable commission rate of 5%",
                    "High uptime of 100%",
                    "High commission stability of 91.5",
                    "Significant self-bonded stake of 2514111 tokens",
                    "High total stake and voting power",
                    "Substantial contribution towards network decentralization"
                ]
            },
            {
                "operatorAddress": "cosmosvaloper124maqmcqv8tquy764ktz7cu0gxnzfw54n3vww8",
                "moniker": "Simply Staking",
                "reasons": [
                    "Higher commission rate of 10% but stable",
                    "High uptime of 99.89418%",
                    "Adequate commission stability of 78.7",
                    "Significant self-bonded stake of 23527317 tokens",
                    "Very high total stake and voting power",
                    "Moderate contribution towards network decentralization"
                ]
            },
            {
                "operatorAddress": "cosmosvaloper1rxvkwfw3467nxgs6r7yav6cnygkjzkkc2defr6",
                "moniker": "Cryptostake.com 🇨🇭🇺🇦",
                "reasons": [
                    "Low and stable commission rate of 5%",
                    "High uptime of 100%",
                    "High commission stability of 92.7",
                    "Significant self-bonded stake of 1001721 tokens",
                    "Adequate total stake and voting power",
                    "Good contribution towards network decentralization"
                ]
            },
            {
                "operatorAddress": "cosmosvaloper1am8wmhwta4swx8f4quvffu7hqw48aujwypp0ew",
                "moniker": "Huginn",
                "reasons": [
                    "Low and stable commission rate of 5%",
                    "High uptime of 100%",
                    "Good commission stability of 85.7",
                    "Zero self-bonded stake but high total delegation",
                    "Significant total stake and voting power",
                    "Promoting network decentralization and security"
                ]
            }
        ]

We are also analyzing the results of data and model tests. According to our roadmap, this work is scheduled to be completed by Q3. We can look forward to the integration of AI and StaFi.