“To overcome the limitations that characterize LLMs, developers will come up with new architectures and techniques. based on explicit, human-defined rules and logic.” .@reidhoffman, Superagency. #AI #Superagency #Neurosymbolic #LLM #AIInfrastructure.

“Discipline is choosing between what you want now and what you want most.” — Abraham Lincoln.

Distributing intelligence broadly, empowering people with AI tools that function as an extension of individual human wills, we can convert Big Data into Big Knowledge, to achieve a new Light Ages of data-driven clarity and growth. – @reidhoffman.

Everyone’s talking about smarter prompts. This is GPT renaming files, moving folders, and executing real tasks. When you build the right infrastructure…. AI doesn’t just talk. It acts. @reidhoffman @eriktorenberg. #AI #Superagency #SemanticExecution

“AI will soon act as an intelligent interface layer. ”. @reidhoffman It already can — when you give it the infrastructure for Superagency :).

“Find me that thing about that Bitcoin podcast I was listening to like six months ago?” AI will soon act as an intelligent interface layer between most — or maybe all — of the services you use. -@reidhoffman .#AIInterface #Superagency #FutureOfAI.

The future isn’t chatbots. It’s systems that think with you — and build for you. Not because they’re bigger. Because they’re architected. This is what @reidhoffman calls the infrastructure of Superagency. #AIInfrastructure #Superagency #BuildWithAI.

Structure is the substrate of superagency. A file can hold a workflow. A sentence can route a task. When memory becomes executable, cognition becomes deployable. #AI #ExecutableMemory #SystemDesign.

The real leap isn’t generative. It’s compositional. When memory, tools, and logic combine to carry out instruction —. We stop prompting. We start directing. #ComposableAI #Superagency #FutureOfWork.

AI isn’t intelligent because it can speak. It becomes intelligent when it can act in context. That requires architecture: persistent state, routable logic, executable behavior. Just ask @reidhoffman. #AI #ContextAware #AIArchitecture.

You don’t have agency when you describe a task. You have agency when that description triggers structured action. That shift — from idea to execution — is the threshold of superagency. #Superagency #AI #SemanticSystems.

Agency doesn’t come from better answers. It comes from systems that can enact intent. When AI has access to memory, tools, and logic —.it stops predicting. It starts performing. #Agency #AIExecution #CognitiveArchitecture.

We’ve reached the edge of chat. Conversation without composition is noise. What comes next isn’t more dialogue — it’s systems that build. Not language that informs — but language that executes. #AI #Chatbots #ExecutionFirst.

Superagency doesn’t emerge from smarter predictions. It emerges from architecture:. Persistent memory. Callable tools. Semantic logic. Smarter models didn’t change the world. Smarter infrastructure will.

AI isn’t becoming more intelligent because it sounds smarter. It’s becoming more intelligent because it can access structure. The shift from simulation to execution is how systems begin to act — not just answer. #AI #SemanticExecution #SystemDesign.

I just published Why Smarter Models Don’t Address AI’s Biggest Limitation

“I’ve failed over and over and over again in my life. And that is why I succeed.” — Michael Jordan.

AI is a technology that can dramatically empower individual users while also functioning on very broad societal levels. In this way, it's akin to the internet itself, or roads and highways, or the electrical grid, or the water system. —Reid Hoffman, *Super Agency*.

🗣️ "The future isn't something that experts and regulators can meticulously design — it's something that society explores and discovers collectively." — Reid Hoffman.

🤖 "The future of AI isn't about replacing humans — it's about amplifying what makes us human." #AI #FutureOfWork #TechForGood.