2025 is the year of agents. Here’s why We’ve hit the ceiling of what pretraining alone can do (what many experts think, but not all!). Scaling laws are flattening. Benchmarks are plateauing. LLMs are great, but they still face two fundamental limitations: 1. LLMS are passive;

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