ai

The game has shifted, and the winning strategy with it. It’s no longer about understanding specialized details; it’s about grasping the high-level global picture. It’s less about knowing how to patch a system and more about knowing that it needs to be patched. It’s more about architecture, and less about implementation. Precisely where generalists... See more

In practical terms, an AI environment has these key characteristics:

• Persistent memory that builds over time


• Multiple, complementary capabilities rather than single-purpose tools


• Customized to your specific context (not generic prompts)


• Evolves with your needs rather than remaining static


• Creates unexpected connections between ideas and information

The trend predicts that in under a decade we will see AI agents that can independently complete a large fraction of tasks in hours that currently take humans days or weeks.