Lately, when looking at projects' "credibility," I’ve stopped focusing on candlestick charts and instead started reviewing GitHub and audit reports. To put it simply, beginners don’t need to pretend to understand the code: first check if the updates are regular, or if it’s mostly just documentation changes; then see if the audit clearly states "what was found, how it was fixed, and whether there was a recheck after fixing," instead of just relying on a PDF as a talisman. Upgrading multi-signature is also quite important—who can sign, how many people can act, whether there are delay/pause switches—these are much more substantial than slogans. Now, with AI Agents and automated trading narratives being popular again, everyone talks about "full automation," but before truly handing over on-chain interaction permissions, I’d first reduce my position size and watch how they handle security details. That’s all for now.

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