Study K · Sessions & memory
12-edit sessions
Twelve sequential patches against one evolving tree. Shown the tree once, sonnet decays to 83.8% by the last third (stale ordinal placements); with a fresh ~1.5k-token minimal view every turn it stays at 100% (239/240 steps) for a quarter of the tokens; the once-shown tree rides along in history every turn anyway.
Whole-tree rewrite as a session protocol fails structurally: gemini silently corrupts state (all 44 failures valid-but-wrong; 2/10 sessions end intact) and one sonnet session deterministically exhausted the 200k context window at step 11. Solid: sonnet-4.5; dashed: gemini-3.5-flash.