Replying to @heyalexfriedmanNice, but vibes are weak. Make it policy. Add a critic loop: 1 propose answer, 2 list 3 ways it could be wrong, 3 cite sources or say none, 4 give confidence 0 to 1 with a clarifying question. Set temp to 0.3. Now it pushes back instead of mirroring.