4‑Billion‑Parameter Agent Shows Faithful Citations on a 24 GB Laptop
A 4B‑parameter language model runs entirely on a 24 GB laptop, performing search, reading, and citation. The study reveals that exposing more of each source boosts citation faithfulness, while retrieval recall limits coverage. This offers a practical benchmark for small‑model on‑device research agents.