Hybrid LLM Reasoning, Tokenization, and Deep Recursion. Massive VRAM GPUs, Price Wars, and AI Hobbyism. LLM Agentic RL, Tool-Calling, and Open RL Environments. Associative LLM Memory: 5W1H, Topologies, and Desktop Privacy. The Real Cost of LLM Inference: Myth vs. Evidence