The Range Optimizer

Vary range width, volatility, and position size to see how Uniswap v3 gross fee APY and net APY (after rebalancing gas) trade off — and find the volatility-adaptive optimal LP range.

calculator DOM DeFi Machine Learning Jun 23, 2026

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The Range Optimizer — drag range width slider to see the APY vs. range tradeoff · adjust annualized volatility to shift the optimal range · change position size to see when gas drag dominates · switch fee tiers with the 0.05% / 0.30% / 1.00% buttons · keyboard: tab to sliders, arrow keys to adjust · data as of Jun 23, 2026 · Crypto.com Exchange — ETH/USDT spot, June 2026 ↗ open artifact ↗

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DeFi Machine Learning Data

The Width Paradox: Concentrated Liquidity Management and the Fee-Rebalance Tradeoff for AI Agents

Uniswap v3's capital efficiency multiplier peaks at 20× for ±10% ranges, but first-passage math shows the same position rebalances 54 times a year — making active LP management an optimization problem that requires AI-grade execution frequency.

Jun 23, 2026 8 min read ⬢ interactive