Mission ndustry hire at Aily Labs, academic PhD supervision at EURECOM (Prof. Paolo Papotti). Enterprises are turning to LLMs for high‑stakes, data‑driven decisions over structured data, such as databases and knowledge graphs. This PhD sets a three‑year agenda to build and validate thinking‑with‑too