I only take one note: To judge whether a project is reliable, don’t let the hype around AI agents and automated trading lead you astray—first, go check GitHub to see whether there are ongoing updates and whether anyone is reviewing it. Don’t just look at the “audited” four words on an audit report; check the scope, the findings, and whether the issues were actually fixed. Then look at upgrades: whether they involve multi-signatures, who the signers are, and whether the control is decentralized or not. Put simply, when it goes wrong, can you find on-chain “who can take action, how they can take action, and whether there are traces after the action”?

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