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The 8-way matrix was sized against a model that over-estimated slice cost by ~10x. Run 33877144840 measured 25.8 min of sweep work in total and a 4.8 min longest shard against a predicted 52.9, so the sweep fits the 60-minute timeout with no sharding at all. 2 shards keeps feedback at ~12.5 min instead of ~24, for one extra repeat of the merge and G-code stages. Eight repeats plus eight AppImage downloads bought nothing. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01TSynfTLvSnHBbVkRUm56nY