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A long-standing barrier in finite-field geometry has fallen, matching Euclidean-style $|A|^{2/3}|\mathcal{L}|^{2/3}$ point-line scaling over $\mathbb{F}_p$ and directly pushing sum-product expansion to $|A|^{5/4}$.
Autonomous coding agents can slash inference costs by 33% and actually *improve* task success on SWE-Bench, proving that dynamic, syntax-aware context pruning enhances long-horizon reasoning rather than compromising it.
