BrownFi is an oracle-based AMM that anchors every swap price to live external oracles, not to a bonding curve or pool depth. This reduces stale-price arbitrage (LVR) and allows the pool to offer competitive pricing with far less capital than traditional AMMs. BrownFi V3 is built on the same codebase as Uniswap V2. On top of that, it adds asymmetric liquidity concentration for base and quote assets (Kappa parameters), a formal bid-ask spread, and dynamic adaptive pricing, delivering concentrated liquidity efficiency without active position management. Multichain, fully audited.
💡
LP Outcome
Lower impermanent loss, but significantly higher yields than Uniswap V2.
Feature
Uniswap V2
Uniswap V3
BrownFi V3
Capital Efficiency
✗ 1× (full range)
~ Concentrated
✓ Up to 200×
LVR / Arb Extraction
✗ High (LP bleeds)
✗ High (LP bleeds)
✓ Minimized (oracle-based)
Impermanent Loss
✗ Moderate
✗ Severe (out-of-range)
✓ Minimized
Active Management
~ Not needed
✗ Required (ranges)
✓ Not needed
Oracle Protection
✗ None
✗ None
✓ Multi-source + guard
Bid-Ask Spread Income
✗ None
✗ None
✓ Fixed + Dynamic
Liquidity Always Deployed
~ Yes
✗ Goes out of range
✓ Always active
✗ bad · ~ neutral · ✓ BrownFi advantage · LP tokens are standard ERC20s; no position management, no rebalancing required.
02 · Pricing Model: Four-Layer Architecture
Sources
Pyth + AMM
off-chain oracle on-chain TWAP
→
Layer 1
Oracle Blend
w·Pyth + (1-w)·AMM divergence guard
→
Layer 2
Skew Price
adjusts for pool imbalance (bounded)
→
Layer 3
Bid-Ask Spread
fixed baseline + dynamic (oracle gap)
→
Layer 4
Kappa Impact
K ∈ [0.0001, 2] asymm. KB / KQ
→
Output
Execute
final price offered to trader
1
Reference Price
Anchors every swap to a live external oracle price, not pool depth. If price feeds disagree beyond a safe threshold, the trade is rejected to protect LPs.
2
Bid-Ask Spread
Every swap pays a small spread above or below the mid-price. The spread widens automatically during volatile markets, so LPs earn higher fees exactly when risk is highest.
3
Price Impact (Kappa)
Controls how tightly liquidity is concentrated around the current price. A lower Kappa means a deeper, more capital-efficient pool, and it adjusts independently for buy and sell sides.
amount_out = amount_in × price × (1 + price_impact)
price_impact ∝ trade_size / (pool_depth × K) → lower K = deeper pool, less slippage
03 · Architecture & Core Smart Contracts
BrownFi's smart contracts are built on the Uniswap V2 contract architecture, with a proprietary oracle-based pricing engine on top, independently audited by Zenith and Sherlock with zero high-severity findings.
Zero critical or high-severity findings across both audits. All issues were resolved or accepted as intentional design choices. LP withdrawals remain executable even during emergency pause, so funds are never locked. Both reports are available on request.
05 · Backtesting & Performance Evidence
Pool TVL vs Buy-and-Hold · ETH/USDC · Berachain · 277 Days (Aug 2025 – Jun 2026) · $1.00 starting capital
BrownFi V3 DynamicBrownFi StaticBuy & Hold
BrownFi V3 Dynamic
$3.39
Sharpe 1.68 · +274% vs BnH
BrownFi Static
$2.29
Sharpe 0.98 · +153% vs BnH
Buy & Hold
$0.90
ETH fell −19%
⚠ In-sample backtest · ETH/USDC · Berachain · 2-second blocktime · idealized fill model; actual results will differ · Starting capital $1.00 · Not financial advice
06 · Recent Live Performance
Real LP positions on BrownFi V3 Beta · Berachain · as of Jun 24, 2026