Yeah, people say that, but Tractatus clearly contains those ideas, though he talks about them mostly in the high-level, abstract, general form.
"2.12: The picture is a model of reality", "3: The logical picture of the facts is the thought.", "4: The thought is the significant proposition.", "4.001: The totality of propositions is the language.", "4.002: Language disguises the thought", "4.003: Most propositions and questions, that have been written about philosophical matters, are not false, but senseless. We cannot, therefore, answer questions of this kind at all, but only state their senselessness. Most questions and propositions of the philosophers result from the fact that we do not understand the logic of our language."
The problem he had with Tractatus was the absurdity of trying logically construct an argument against logic - Tractatus was strongly influenced by Russell. But he wasn't trying to define a universal logic system like Russell or poking at the limits of one like Godel. He makes that clear at the end:
"6.54: My propositions are elucidatory in this way: he who understands
me finally recognizes them as senseless, when he has climbed out
through them, on them, over them. (He must so to speak throw
away the ladder, after he has climbed up on it.)
He must surmount these propositions; then he sees the world
rightly.", "7: Whereof one cannot speak, thereof one must be silent."
The difference between "early Wittgenstein" and "late Wittgenstein" is mostly (though not entirely) about form, he's just much clearer about and does deeper dives into his ideas in Philosophical Investigations and other later writing. He started hating the whole idea of writing a "general, abstract form", but doesn't shift the fundamental thrust of his worldview.
Of course, the Tractatus is pretty dense and there's a lot of disagreement about interpretation, this is just my opinion on it. It's a really wonderful book if you spend time with it, the structure is very fascinating, it feels like a puzzle. I assume anyone on HN trends nerdy, and though it might be more difficult that Investigations, I think Tractatus appeals more to my nerdy side.