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Every post starts on LinkedIn.
Here it survives.

Rewritten to be read outside the feed, in three languages. The canonical always points here.

AI-generated code passes the tests and fails the years. The public numbers, and the question nobody is tracking.

The ledger stays in the client's database. Thirty-two bytes go on chain. The four steps, and the part nobody mentions: what they don't prove.

It solved a problem most companies didn't have yet. Then AI agents started touching real money, and the question changed.

The two stacks solve complementary problems. Each is terrible exactly where the other is strong.

Not because of the model. Because of the three things nobody budgeted for in January.

Every post starts on LinkedIn.Here it survives.