alt Hacker NewsI worked at Anthropic, and I wouldn't attribute much to the structure itself – so I'm wary of using it as a positive example here.
I do attribute a lot to specific people. Concretely, to much of the intitial team, who they recruited on the research/infra side, and some very close personal relationships within research/infra. That dynamic, paired with their unwillingness to accede to something against their values, is what I credit for some atypical decisions and outcomes [1].
Things regulary go "corrupt" in parts of the company; it's hard to scale without importing culture from big tech. Sometimes, the defense was ICs escalating issues, Dario talking to ICs, and then shaking things up.
But this process takes time, and it doesn't lead to a full reversal; a bad/misaligned hire has reverberating impacts. Many folks are still driven by values (even if their values are not your your values!), but scaling dynamics seem to be evolving like any other org – just at a higher employee count and revenue numbers.
I do place trust in specific people who work at Anthropic, but I wouldn't place trust in Anthropic the organization. It's an organization that's wont to change, regardless of its structure.
Your comment is very astute. A structure is like a shell. It can only protect what is within. It does not cause what's within to be vital, healthy, or unhealthy. But if you think that the courage that Dario has regularly shown would be possible with a conventional "best practices" structure, I think you're kidding yourself.