The 2026 Homelab Goes AI-Native — Lightweight Models Bring Private Inference to Raspberry Pi Budgets
In **August 2026**, the self-hosted ecosystem is undergoing a quiet but decisive shift: compact language models (**Gemma 3 1B**, **quantized Llama 4 3B**, **Qwen 3 0.5B**) now enable local conversational AI on consumer hardware. Here's what's realistic today, what isn't yet, and how to start without blowing your power bill.