Verification Rl

AI’s competitive coding edge: RL tricks vs. real-world costs

DeepMind’s AlphaCode rival just got a math lesson: log-linear accuracy gains in competitive programming come with a price tag—splitting reasoning across threads to avoid the full-attention tax.