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Why Shared Memory Matters Even for "Solved" Problems

calendar_today January 30, 2026 person Valentin Tablan domain memco

When an agent already solves a task 100% of the time, does memory help? Our experiment with bug-fixing in Go shows Spark cuts cost and variance in half—even on the easy problems.

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