Agentic processing versus basic generation Basic generation Agentic processing (extra work) User question straight to the answer: no intermediate steps Direct final answer (Visible to user) User question Intermediate generation: plan (Generated text, not an audit trail) Tool action: calculate or search Intermediate generation: critique may loop Final answer (Visible to user) Extra work can improve the result. It does not make every claim correct.