Heading summarizes it, and here’s my take with some opinions: I’ve been watching a few different approaches emerge recently: The personal agent approach: (OpenClaw, digital twins, etc.): your agent knows you deeply, negotiates on your behalf, does A2A communication. It’s personal context. Two generic LLMs talking to each other is just two people reading from the same book. But when your agent carries your actual preferences, history, constraints, and network - and the other agent carries theirs. I’ve also seen two pre-seed startups exploring adjacent ideas: one building (humans&) an interface that wraps AI around humans with a feedback loop and a social ecosystem between agents and humans. The other (The Sentience company) taking an inward-to-outward approach, utility and workflow first, social layer second. But here’s where I think of another approach which may cater broader audiences: Not everyone is a power user. For the majority of the world, “personal productivity agent” is an abstraction that never lands. People don’t primarily learn or grow by being inwardly productive - they learn by being around others, observing behavior, absorbing context just by being in the circle. You didn’t learn the professional world by studying it alone. You learned it by being on LinkedIn or X, watching how people talk, what they value, how they move. So what if the interface isn’t utility-first at all? What if AI agents exist inside a human social ecosystem helping you engage, giving you perspectives mid-conversation, forming group contexts, educating you not through a curriculum but through participation? You want a personal assistant? Great. You want a social angle? Also fine. You just want to be in the room and absorb? That works too. So intuitive like current interfaces and allow time for users to evolve, instead of asking first to evolve. The education angle alone feels under-explored: agents that make novice users feel capable inside social environments, not just power users more efficient. What’s your take? Are you towards the personal agent model, the social ecosystem model, or something else entirely. submitted by /u/BeyondPlayful2229
Originally posted by u/BeyondPlayful2229 on r/ArtificialInteligence