syntax. It repeatedly hallucinated component names, such as clipboard-check, and failed to recognize that the correct variant attribute for buttons is outline, not outlined. This led to a recursive "loop of failure" where the agent ran automated tests, failed, and attempted to fix the code blindly.
identified an N+1 query issue in the dashboard view. Instead of loading only the count of items, the model loaded entire collections into memory.
// Inefficient: Loads all items just to count them
$checklists = Checklist::with('items')->get();
// Recommended: Uses database-level counting
$checklists = Checklist::withCount('items')->get();
demonstrates impressive stamina for long-horizon tasks, remaining stable over 16 distinct task items. However, its lack of specific training on the latest