A heuristic stating that the return on investment (ROI) for learning basic coding skills is doubling every six months. As AI models improve, a small amount of technical knowledge (debugging, reading code, prompting) grants exponentially more power and leverage to the user.

"The return on investment for learn to code is doubling every six months... truly six months later, the model started to land that are capable of this."

A shift in the Product Manager persona driven by AI tools. As the cost of software production drops to near zero, the bottleneck shifts from engineering execution to idea generation. PMs must transition from writing PRDs and managing backlogs to generating working prototypes and iterating on live software.

"Actually making things is a lot easier. Actually, you become limited by how fast you can generate ideas."

A new discipline parallel to Human-Computer Interaction (HCI), focused on designing interfaces specifically for LLMs. Since LLMs are 'alien creatures,' they require a specific stack of tools (text-based editors, structured error logs, API access) to interact with the computing environment effectively.

"So there's an entire discipline called HCI... now there are papers about AI computer interfaces... turns out LLMs need interfaces that are actually quite different than humans."