Over the past two days, people in the crypto circle have been arguing again about “matryoshka” setups—the various tricks like re-staking, shared security, and stacking yield. It really can be dizzying. Some people say it’s arbitrage; others say it’s risk piling. In my view, the core isn’t whether it’s “matryoshka” or not; it’s which layer fundamentally relies on human trust, and which layer truly works end-to-end through automation.

For example, with AI Agents interacting with on-chain systems, many steps can now be automated. But bluntly speaking, the truly complex parts—like cross-chain interactions, unexpected vulnerabilities in smart contracts, or even parameter settings that are “played like a joke”—still require someone to step in and catch things. Every time I use a new protocol, I have to manually verify the underlying logic and monitoring. It’s not that I don’t trust machines; it’s that if the machine goes off track, you might not notice it right away. Especially with re-staking setups that are nested across multiple layers—once one layer’s intermediary fails, the AI will very likely just carry out liquidation in a mechanical way.

So when it comes to this, why am I getting an itch to try? Honestly, it’s not greed, and it’s not a gambling mindset. It’s simply that when you see a “new story” or a “new yield calculator,” the comparison chart in your head becomes too tempting. In the past, the historical data I calculated myself often inflated the probability of success and ignored the black swans that never even happened. Put simply, I just want to verify: if I had judged the risk of a certain protocol earlier back then, would I have earned in a more comfortable way? That’s probably the biggest worry of the “steady, risk-robust” crowd—haha.