Beyond Pipelines: A Survey of the Paradigm Shift toward Model-Native Agentic AI
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From Pipelines to Self‑Learning: The Rise of Model‑Native Agentic AI

Ever wondered if a computer could plan a trip, use a tool, and remember your preferences—all by itself? Scientists have discovered that the newest wave of artificial intelligence is doing just that. Instead of relying on separate scripts that tell a language model what to do, today’s AI packs planning, tool‑use, and memory right inside its own brain‑like parameters. Think of it like a Swiss‑army knife that learns new blades as you use it, rather than swapping parts on a workbench. This shift is powered by reinforcement learning, a trial‑and‑error method that lets the AI learn from outcomes, not just from static examples. The result? Smarter assistants that can reason over long projects, interact with apps…

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