Everyone is writing about vibe coding in crypto like it's the new meta.

Write some quick scripts, let AI do the work, and money falls out.

But here's what no one wants to hear:

Vibe coding follows the same law as airdrops. Once everyone is doing it, the edge is gone.

Writing a strategy with vibe coding is easy. Knowing what strategy to write and why it works? That's the actual skill.

The tool doesn't make you smart. Knowing what to build with it does.

So what actually works?

> Feed AI technical material (research papers, protocol docs, trading data), then use your judgment to spot patterns worth automating. Think Polymarket arb, funding rate arb. AI reads fast, you decide what matters.

> Build decision support tools. Monitoring dashboards, daily market summaries, alert systems. Not trading bots. Things that save you time and improve how you think, not replace thinking.

The winners won't be the ones who code fastest.

They'll be the ones who know what's worth coding.