aiqbench analysis

The piece argues that AI tools shift engineers' work from executing each technical step toward coordinating people, machines, and specialist knowledge, with humans keeping responsibility for final decisions. It makes a measured case, not a sweeping one: AI speeds up early exploration, but it does not replace deep domain expertise or judgment about safety and real-world impact. For AI readers, the useful takeaway is that the value of these tools depends on whether users know which questions to ask and when to bring in specialists.