Agentic Binned-Liquidity

The Agentic Binned-Liquidity Manager (ABM) is the Brain behind the Nunchi House Vault.

In standard DeFi, liquidity is managed by naive AMM bonding curves that passively bleed money to arbitrage bots every time the market moves.

Standard AMMs charge LPs a structural tax that grows with market volatility. The Nunchi ABM turns volatility into returns. During a market crash, the ABM widens spreads, restricts toxic flow, and earns significantly more premium per fill than during calm conditions; all while operating under strict, mathematically bounded risk limits.

The Nunchi ABM replaces the static bonding curve with an autonomous pricing agent running inside a hardware-secured Trusted Execution Environment (TEE). Instead of providing continuous, passive liquidity, the ABM acts like an institutional market-making desk: it analyzes market microstructure in real-time, calculates optimal risk limits, and actively deploys discrete bins of liquidity to protect LP capital and maximize yield.

Besides enhancing yield on liquidity, here is how the ABM protects LP capital.

Batch Clearing to mitigate LVR

Pricing Spreads Methodology

Inventory Skewing Logic