When AI works: agents ship code, systems run themselves

We are past the point where AI's value is theoretical. This week we saw agents actually doing substantive work: testing software, managing infrastructure, drafting communications. Meanwhile, the industry is having a different conversation about pace and safety, though the timing and motives are worth scrutinizing. What matters for builders is separating signal from noise.