How each tool moved across four audits
Each tool's findings from Audit 001 (April 6), Audit 002 (May 6), Audit 003 (June 6), and Audit 004 (July 6), read side by side. The Audit 004 column flags whether the forensic pattern shifted, held, or is new this cycle. Two tools crossed categories this cycle (Khanmigo to Watch / Asymmetric; Claude for Education to No Drift / Convergence), and MagicSchool enters as a baseline. No tool's decision label changed in Audit 004.
Every dated movement, February → July 2026
Each documented event from all four audits plotted on a single timeline. Hover any dot for details. Four vertical rust lines mark each audit's data-collection cutoff (April 6, May 6, June 5, July 6).
What four cycles on record now show
With four audits on file, patterns read across cycles, not just within one. Tools that held a pattern for four consecutive cycles now constitute a genuine track record. Tools whose pattern shifted this cycle (Khanmigo moving to asymmetric after three convergence cycles; Claude for Education settling to convergence) show that even a stable decision label can sit over moving parts.