Teahouse Launches Neural-Learning ALM Strategy
Teahouse Launches Neural-Learning ALM Strategy
š¤ AI Meets DeFi Liquidity
Teahouse Finance has unveiled a new machine learning-driven liquidity provision strategy using Reinforcement Learning (RL). The system employs a Double Deep Q-Network (TDQN) algorithm to dynamically manage liquidity positions on Uniswap v3.
Key features:
- Optimizes swap fees while minimizing impermanent loss
- Backtested results show 569.44% APR over 6 months
- Best suited for high-volume, low-volatility pools
The strategy uses neural networks to make intelligent decisions about liquidity positioning, learning from market conditions and adapting over time. Backtesting on the WETH/USDC pool demonstrated significant outperformance compared to static strategies.
Unveiling Teahouseās Neural-Learning ALM Strategy! šš¤ Traditional LP strategies fall short in dynamic markets. Enter our machine learning-driven Reinforcement Learning (RL) modelādesigned to maximize swap fees while minimizing IL. Key Results: ā 569.44% APR over 6 months
Teahouse Delta-Neutral Strategy Delivers 8.3% APR Since Launch
Teahouse Finance's Delta-Neutral Strategy Vault has achieved an 8.3% realized APR since April 19, 2025, accounting for trading fees and impermanent loss. The vault employs a two-part strategy: - 80% allocation to Concentrated LP positions on DragonSwap - 20% allocation to hedging positions on TeaREX for neutralizing exposure The strategy uses Concentrated Automated Market Maker (CLAMM) framework with built-in impermanent loss mitigation. This approach aims to provide more stable, insurable returns over time by combining fee generation from liquidity provision with active risk management through strategic hedging. Learn more at [Teahouse Finance](https://easy.teahouse.finance/)
Teahouse Finance Offers Attractive APR for WETH-cmETH Pair
Teahouse Finance continues to show strong performance in the Mantle ecosystem with their WETH-cmETH trading pair maintaining a steady 4.08% APR since launch. Users can track their Powder accumulation from Methamorphosis Season 2 directly through the Mantle platform. Key points: - WETH-cmETH pair offering 4.08% APR - Powder staking rewards available - Tracking available at meth.mantle.xyz - Part of Methamorphosis Season 2 campaign Users can start earning rewards by providing liquidity while simultaneously accumulating Powder tokens.
Teahouse Finance Launches BTC Looping Strategy on BNB Chain
Teahouse Finance has launched a new BTC yield strategy on BNB Chain in partnership with Avalon Finance. Key features: - Target yield of 7% on BTCb deposits - Utilizes Pendle Finance's PT-solvBTC.BBN for yield looping - Designed for low risk exposure The strategy represents Teahouse's latest expansion in the BTCFi space, following their recent collaborations with Bedrock DeFi and participation in the Arbitrum Bitcoin Uprising initiative. ā”ļø Strategy now live on BNB Chain
Teahouse Finance Launches Season 2 of Metamorphosis with cmETH Integration
Teahouse Finance has launched Season 2 of Metamorphosis, featuring $cmETH integration on the Mantle ecosystem through Agnidex. Key features: - Dual reward structure combining swap fees and powder rewards - Automated rebalancing and compounding strategies - Support for former $METH users with $COOK reward claims The platform's cmETH token is now available on Minterest, offering: - High yield opportunities - Powder rewards for Mantle's governance token $COOK - Enhanced liquidity provision options Users can access the platform via vault.teahouse.finance for liquidity provision or meth.mantle.xyz for reward claims.