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Lifecycle reacquisition, not just persisted read positions, is the key to achieving exact recovery of Docker logs, as shown by LogDeck's perfect performance against Alloy's failures.
LLMs generate better features when you make them think harder: CoFEE enforces cognitive behaviors like backward chaining and subgoal decomposition, boosting feature quality by 15% while slashing costs.
