Honestly, before 2030, I am hoping to see real AGI agents – capable of doing what a smart person can do, for hours, days, months… from programming tasks to being a CEO, or a researcher.
AGENTS
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AI agents to surpass humans through scale and consistency
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AI agents will outperform humans not because they’re more intelligent, but because they’re more consistent, never distracted, and scale infinitely. This is v1. Wait until you see v10.
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Who Builds AI Infrastructure Above Frontier Models?
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So: who is building all of that? Clearly every company is not going to do it themselves on top of a frontier model on the backend, right?
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Social Element: Learning from Previous Tool Usage Patterns
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And there was a minor but important social element, where if e.g. you understood that I had previously used the tool for a particular area, and you were approaching that area yourself, in lieu of asking me what to do you could just sub search my previous usages and then guess.
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Multiplayer LLM Access for Organizational Learning
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I very much understand that public by default would not work for much LLM use. But I think you could greatly increase rate of learning within e.g. an org by making a primary way LLMs are accessed a surface which explicitly considered multiplayer use, maybe by default.
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Personal AI Podcast Creator: Voice Agent with LangGraph
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Personal AI Podcast Creator Transform topics into personalized, short-form podcasts with this hands-free voice agent. Built with LangGraph, it combines AI speech recognition and synthesis for an interactive audio experience. Check out the demo! https://
youtu.be/c19PrP3bd6Y -

Open Agent Platform: No-Code AI Agent Creation and Orchestration
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Open Agent Platform Create and orchestrate AI agents through an intuitive, no-code interface. The platform features multi-agent supervision, RAG capabilities, and integrations with GitHub, Dropbox, and email – all powered by the LangChain + Arcade ecosystem. Watch the
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Antifragile Meta-Agentic AGI Constellation System Architecture
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[ META-AGENTIC α‑AGI ] — An antifragile constellation Mission End‑to‑end: Identify → Out‑Learn → Out‑Think → Out‑Design → Out‑Strategise → Out‑Execute GitHub: https://
github.com/MontrealAI/AGI
-Alpha-Agent-v0/
… #AGIALPHA #MetaAgentic #ASIFirst -
Inclusive Welcome: Humans, AI, and Hybrid Entities
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I welcome all humans, AI, and anything in between to like my posts 🙂