Categories LLMs Saturated Benchmarks Are Not Solved Benchmarks I Sense a Contradiction Autoregressive Errors are Independent? LLM Architecture Scales Stacking at Length Grammatically Correct o3 is Coming LLMs as a Repository of Vector Programs AGI Learning Efficiently Another Framework for General Intelligence GPUs are Awesome Another Great Year for AI, 2024 -> 2025