It occurs when the price ratio of the tokens they have deposited in a liquidity pool changes after they have deposited the tokens in the pool. It doesnt matter how volatile the price gets, there will eventually be a return to a state of balance that reflects a relatively accurate market price. The name 'constant product market' comes from the fact that, when the fee is zero (i.e., = 1), any trade to must change the reserves in such a way that the product R R $$x + r\Delta x = \frac{xy}{y - \Delta y}$$ based on the input amount and vice versa: $$\Delta y = \frac{yr\Delta x}{x + r\Delta x}$$ When plotted, the constant product function is a quadratic hyperbola: Where axes are the pool reserves. The pool gives us some amount of token 1 in exchange ($\Delta y$). This was pioneered by Unisocks, which created tokens that entitled holders to a physical pair of limited edition socks. As AMM-based liquidity has progressed, we have seen the emergence of advanced hybrid CFMMs which combine multiple functions and parameters to achieve specific behaviors, such as adjusted risk exposure for liquidity providers or reduced price impact for traders. The constant product market maker protocol is a form of the much known automated market maker (AMM) model. $$\Delta x = \frac{x \Delta y}{r(y - \Delta y)}$$. Uniswap and Constant Product Market Makers (CPMM) There are two assets, X and Y. Denote by x the volume of X and by y the volume of Y in the reserves. Trading any amount of either asset must change the reserves in such a way that, when the fee is zero, the product R_*R_ remains equal to the constant k. This is often simplified in the form of x*y=k, where x and y are the reserves of each asset. If there is not enough liquidity (i.e., not enough buyers and sellers) in a particular market, it can be difficult to execute trades at reasonable prices. As such, most liquidity will never be used by rational traders due to the extreme price impact experienced. When we buy token 1 for token 0, we give some amount of token 0 to the pool ($\Delta x$). A CFMM is described by a continuous trading function (also known as the invariant, AMM invariant, or CFMM invariant). For illustration, imagine there are 2 kinds of assets in the pool, A and B, with reserve amounts RA and RB , respectively. For example, one could adjust LP fees based on trailing volatility, resulting in a stochastic pricing mechanism and the added benefit of volatility sensitivity for CFMMs. Francesco in Coinmonks unchanged. is a "consistent payoff function",[8] that is, a payoff function which is concave, nonnegative, nondecreasing, and 1-homogenous, it is possible to construct a trading function which achieves There are several different types of AMMs and they include: We need to know a number of terms that are used in DeFi: Generally AMMs use mathematical formulas to facilitate trades inDecentralized Exchange. As a new technology with a complicated interface, the number of buyers and sellers was small, which meant it was difficult to find enough people willing to trade on a regular basis. the larger the liquidity pool, the lower the price slippage) but there are additional dimensions that could be dynamic. Since the intrinsic value exceeds the fair value of an equivalent derivative contract with a positive tenor, the CFMM bears an opportunity cost which must be compensated by volume across the bid-ask spread. This can be done by withdrawing assets from the pool, or by selling them on the market and then withdrawing the proceeds from the pool. Additionally, liquidity provider fees could be based on other factors in addition to liquidity. The rules for that trade and the price changes that accompany it are always the same. They allow digital assets to be traded in a permissionless and automatic way by using liquidity pools rather than a traditional market of buyers and sellers. Copyright 2023 Gemini Trust Company, LLC. They have applied a deterministic pricing rule in the context of digital asset exchange, redefined the process of liquidity provisioning for market making, and democratized access to global pools of capital. AMMs democratized cryptocurrency trading by doing away with order books and institutional market makers. CPMMs are based on the function x*y=k, which establishes a range of prices for two tokens according to the available quantities (liquidity) of each token. Instead of trading directly with other people as with a traditional order book, users trade directly through the AMM.. Dont be scared by the long name! Automated market makers (AMMs) are a type of decentralized exchange (DEX) that use algorithmic money robots to make it easy for individual traders to buy and sell crypto assets. Uniswap uses a constant product market maker to maintain a correct ratio of tokens in the pool. put some amount of one token into a pool (the token they want to sell) and remove some amount of the other token from the pool They were designed by the crypto community to construct decentralized exchanges for digital assets and are based on a function that establishes a pre-defined set of prices based on the available quantities of two or more assets. The point at which ETH value in the liquidity pool reaches $550 is when it has: 10,488.09 DAI 19.07 ETH Recently, liquidity providers have also been able to earn yield in the form of project tokens through what is known as yield farming.. In effect, the function looks like a zoomed-in hyperbola. {\displaystyle V} This fee is paid by traders who interact with the liquidity pool. Jun Aoyagi and Yuki Ito. 287K views 1 year ago You might be asking what an automated market maker is. This new technology is decentralized, always available for trading, and does not rely on the traditional interaction between buyers and sellers. plotting them on the graph. Uniswap V2 / constant-product AMM implemented in Solana's Anchor -- add and remove liquidity, swap tokens, earn fees! The practice of depositing assets to earn rewards is known as yield farming.. To incentivize liquidity providers to deposit their crypto assets to the protocol, AMMs reward them with a fraction of the fees generated on the AMM, usually distributed as LP tokens. Assuming zero fees for simplicity, the pool can . A crowdfunded CFMM is a CFMM which makes markets using assets deposited by many different users. rst proved that constant mean market makers could replicate a large set of portfolio value functions. arXiv preprint arXiv:2103.01193, 2021. Previous Multiple Fee Tiers Next StableSwap Invariant Market Maker (SIMM) Last modified 3mo ago real estate). Conversely, the price of BTC goes down as there is more BTC in the pool. AMMs have become a primary way to trade assets in the DeFi ecosystem, and it all began with a blog post about on-chain market makers by Ethereum founder Vitalik Buterin. Were selling 200 of token 0. 2021. While other types of decentralized exchange (DEX) designs exist, AMM-based DEXs have become extremely popular, providing deep liquidity for a wide range of digital tokens., Underpinning AMMs are liquidity pools, a crowdsourced collection of crypto assets that the AMM uses to trade with people buying or selling one of these assets. The most popular AMM is the Logarithmic Market Scoring Rule, which was developed in 2002 and is used for most prediction markets (e.g. The formula used to determine the number of tokens to withdraw when removing liquidity. Yes, I agree to receive email communications from Chainlink. Liquidity providers normally earn a fee for providing tokens to the pool. It's the nature of any competitive industry and the only constant is Change. Liquidity pools can be optimized for different purposes, and are proving to be an important instrument in the DeFi ecosystem. how it works. On AMM platforms, instead of trading between buyers and sellers, users trade against a pool of tokens a liquidity pool. For example, the Uniswap payoff curve is concave, meaning that liquidity providers are profitable within a certain price bound and will lose money in large price movements: Ideally, we want convexity when taking risk, which means having upside on both sides of the risk spectrum. This button displays the currently selected search type. A distributed network for decentralized protocols enabling the most lucrative, fastest and protected operations in DeFi. building one specific type of AMMConstant Function Market Maker. For example, Curve AMMsknown as the stableswap invariantcombine both a CPMM and CSMM using an advanced formula to create denser pockets of liquidity that bring down price impact within a given range of trades. While this function produces zero slippage, it does not provide infinite liquidity and thus is likely unfit as a standalone implementation for a decentralized exchange use-case. The formula is: When you trade in an AMM X and Y can vary but the result is always a constant. The price of tokens in the AMM before adding the liquidity = (X + dx) / (Y + dy): From the above equation we can find both the amount of token A added (dx) given the amount of token B added (dy) i.e what is dy given dx ? The result is a hyperbola (blue line) that returns a linear exchange rate for large parts of the price curve and exponential prices when exchange rates near the outer bounds. arxiv: 1911.03380 [q-fin.TR] Google Scholar; Jun Aoyagi and Yuki Ito. While it is true that Uniswap is an AMM, we could refer to it with more specificity. The constant product formula . simple mathematical formula: $x$ and $y$ are pool contract reservesthe amounts of tokens it currently holds. Now that we know what pools are, lets write the formula of how trading happens in a pool: Well use token 0 and token 1 notation for the tokens because this is how theyre referenced in the code. . In practice, because Uniswap charges a 0.3% trading fee that is added to reserves, each trade actually increases k. A constant product function forms a hyperbola when plotting two assets, which has a desirable property of always having liquidity as prices approach infinity on both sides of the spectrum. This AMM enables the creation of AMMs that can have more than two tokens and be weighted outside of the standard 50/50 distribution. A market maker faces the following demand and supply for widgets. When they have a larger variation of the two assets they are more likely to experience that impermanent loss. In this article I explain what Automated Market Makers are, and dive deep into Constant Product Market Makers. This means its solution is predominantly designed for stablecoins. The prices of tokens in a pool are determined by the supply of the tokens, that is by the amounts of reserves of the Decentralized exchanges (DEXes) are an essential component of the nascent decentralized finance (DeFi) ecosystem. Learn about the role of oracles, use cases, and more. Why there are only two reserves, x and y?Each Uniswap pool can hold only two tokens. Instead, there needed to be many ways to trade tokens, since non-AMM exchanges were vital to keeping AMM prices accurate. By trading synthetic assets rather than the underlying asset, users can gain exposure to the price movements of a wide variety of crypto assets in a highly efficient manner. For a large part of the history of finance, market making activity was carried out by institutions with large capital and resources. AMMs use a constant product formula . From this, it is observed that when a user places an order of tokens Only when new liquidity providers join in will the pool expand in size. buy a smaller amount. The constant product formula is a simple rule that allows anybody to spin up both a new market and a new AMM for a new pair of assets instantaneously. 0.3% regardless of the size of the liquidity pool). Since the technology is still pretty new, am looking forward to seeing advancement in the technology and in the entire DeFi ecosystem. The purple line is the curve, the axes are the reserves of a pool (notice that theyre equal at the start price). Anyone with an internet connection and in possession of any type of ERC-20 tokens can become a liquidity provider by supplying tokens to an AMMs liquidity pool. of the first token and y is the reserve of the other token, and the order doesnt matter. If Constant function market makers are a fundamental innovation for financial markets and have introduced an exciting new area for academic research around automated market making. Cryptopedia does not guarantee the reliability of the Site content and shall not be held liable for any errors, omissions, or inaccuracies. Constant Product Market Maker (CPMM) The first type of CFMM to emerge was the constant product market maker (CPMM), which was popularized by the first AMM-based DEX, Bancor. Liquidity sensitivity for todays CFMMs is limited to price (i.e. You just issued a new stablecoin, X, that is pegged to 1 USDT . trade prices are. $$-\Delta y = \frac{- y r \Delta x}{x + r\Delta x}$$ When you want to buy a big amount relative to pool reserves the price is higher than when you want to For example, if an AMM has ether (ETH) and bitcoin (BTC), two volatile assets, every time ETH is bought, the price of ETH goes up as there is less ETH in the pool than before the purchase. The equation x * y = k governs asset swaps on Uniswap, where x and y represent the quantities of two different assets in a liquidity pool, and k represents a value called the constant product invariant . What he didnt foresee, however, was the development of various approaches to AMMs. Our main results are an axiomatic characterization of a natural generalization of constant product market makers (CPMMs), popular in decentralized finance, on the one hand, and a characterization . Market makers are high-volume investors that "create a market" by quoting to buy and sell an asset simultaneously. Phew! To create a new Constant Product AMM (CPAMM) between two assets X and Y, a user, called a liquidity provider, or LP, deposits reserves x and y of those two assets. [8] It has been noted that this includes the intrinsic value of any negative-gamma derivative contract. pool reserves. For example, the function for an equal-weighted portfolio of three assets would be (x*y*z)^(1/3) = k. There are several projects which use hybrid functions to achieve desired properties based on the characteristics of the assets being traded. Before AMMs came into play, liquidity was a challenge for decentralized exchanges (DEXs) on Ethereum. collateralized options) and security tokens (e.g. When expanded it provides a list of search options that will switch the search inputs to match the current selection. Although Automated Market Makers harness a new technology, iterations of it have already proven an essential financial instrument in the fast-evolving DeFi ecosystem and a sign of a maturing industry. Augur V1 and Gnosis). In order to understand a constant product AMM, we first need to understand what is a market maker. When traders make trades, they The smart contracts underlying the Uniswap protocol and the constant product formula automate the market making for you. Constant Product Market Makers. Still neglecting fees, let's imagine that after some trading, the price has changed; 1 ETH is now worth 120 DAI. Proposition: For \(x>x^*\), constant product provides "higher" risk compensation than what market competition would yield, for \(x<x^*\) it is the reverse. {\displaystyle \varphi } More detailed . One alternative approach could be to increase the LP fee at lower levels of liquidity to incentivize LPs to deposit their assets (e.g. k is just their product, actual CPMMs are based on the function x*y=k, which establishes a range of prices for two tokens according to the available quantities (liquidity) of each token. Pact offers a familiar Constant Product Market Maker (CPMM) capability. Because CFMMs encourage passive market participants to lend their assets to pools, they make liquidity provisioning an order-of-magnitude easier. [4] Early literature referred to the broader class of "automated market makers", including that of the Hollywood Stock Exchange founded in 1999; the term "constant-function market maker" was introduced in "Improved Price Oracles: Constant Function Market Makers" (Angeris & Chitra 2020). This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply. and decentralized finance (DeFi). Interestingly, this brings us back to the initial use-case of AMMs, which was information elicitation, except this time it is about the price of an asset rather than the probability of an event occurring! Constant Sum Market Makers The simplest CFMM is the constant sum market maker (CSMM). The pool stays in constant balance, where the total value of ETH in the pool will always equal the total value of BTC in the pool. us a correct amount of token 1 calculated at a fair price. This type of AMM will adjust its exchange rates automatically based on demand and supply to maintain that ratio. $$\Delta y = \frac{y r \Delta x}{x + r\Delta x}$$ Shell Protocol has similar goals but takes a different approach. {\displaystyle V} At its core, a liquidity pool is a shared pot of tokens. Their trading activity creates liquidity, lowering the price impact of larger trades. prices when making a trade: And thats the whole math of Uniswap! A constant product market maker, first implemented by Uniswap, satisfies the equation: Where R_ and R_ are reserves of each asset and is the transaction fee. Automated market makers (AMMs) allow digital assets to be traded without permission and automatically by using liquidity pools instead of a traditional market of buyers and sellers. And, magically, While there has been a lot of excitement in the crypto community around automated market makers, there has been a lot of confusion over terminology. A constant-function market maker (CFMM) is a market maker with the property that that the amount of any asset held in its inventory is completely described by a well-defined function of the amounts of the other assets in its inventory. Constant Price Market . In this constant state of balance, buying one ETH brings the price of ETH up slightly along the curve, and selling one ETH brings the price of ETH down slightly along the curve. the constant product function implements this mechanism! CFMMs are largely path-independent (assuming minimal fees), which means that the price of any two quantities depends only on those quantities and not on the path between them. Something went wrong while submitting the form. The formula for this model is X * Y = K. Start building your universally connected smart contracts, Chainlinks most active and supportive technical community members, Decentralized and high-quality data feeds for DeFi, sports, weather, and more, Serverless developer platform that can fetch data from any API and run custom compute, Reliable, high-performance, decentralized automation for smart contracts, Verifiable, tamper-proof random number generator for blockchain gaming and NFT projects, Autonomous, reliable, and timely verification of on-chain and off-chain reserves, Global, open-source standard for building secure cross-chain applications, Decentralized services powering hybrid smart contract use cases across a wide-variety of industries, Provide oracle computation directly to smart contracts and earn revenue by running critical data infrastructure, Leverage the Chainlink Network to make your data accessible on-chain directly through your own Chainlink nodes, Gain access to resources and events for Chainlinks global community, Funding and supporting the creation of new smart contract applications built by the community, Upcoming Chainlink virtual and in-person events, hackathons, meetups, and more, Discover the latest product news, deep dives, developer tutorials, and more, Stake your LINK to help secure the Chainlink Network and earn rewards. In this paper, we focus on the analysis of a very large class of automated market makers, called constant function market makers (or CFMMs) which includes existing popular market makers such as Uniswap, Balancer, and Curve, whose yearly transaction volume totals to billions of dollars. Broadly speaking, market makers (MM) provide liquidity to the exchange they operate in, and they set "buy" and "sell" quotes for each asset. Available at SSRN 3808755, 2021. Market Makers (MMs) A centralized exchange relies on professional traders or financial institutions, to create multiple bid-ask orders to match the orders of retail traders, or in other words, to provide liquidity. Pact offers multiple Automated Market Maker (AMM) capabilities to create the most efficient liquidity for market participants. Notice that each of these formulas is a relation of reserves ($x/y$ or $y/x$) The more assets in a pool and the more liquidity the pool has, the easier trading becomes on decentralized exchanges. In effect, this acts as a constant sum when the pool is balanced but progressively introduces more slippage as the pool deviates past a specified threshold for the weights of each asset. Curve (a.k.a. current reserve of token 0 + the amount were selling. Visually, the prices of tokens in an AMM pool follow a curve determined by the formula. Theres a pool with some amount of token 0 ($x$) and some amount of token 1 ($y$). One simple example of a trading function is the product [Lu17,But17], implemented by Uniswap [ZCP18] and SushiSwap [Sus20]; this CFMM accepts a trade only . This AMM enables the creation of AMMs that can have more than two tokens and be weighted of. Providing constant product market makers to the pool trade tokens, since non-AMM exchanges were vital keeping. The reliability of the liquidity pool is a market maker deep into constant product,. Switch the search inputs to match the current selection fees could be based on other factors in addition liquidity. Is more BTC in the DeFi ecosystem fee at lower levels of liquidity to incentivize LPs to deposit their to... Interact with the liquidity pool ) Google Privacy Policy and Terms of Service apply Multiple. Issued a new stablecoin, x, that is pegged to 1 USDT is! The creation of AMMs that can have more than two tokens ( y - \Delta y ) } $! Quoting to buy and sell an asset simultaneously fees for simplicity, the pool gives some! A physical pair of limited edition socks their assets ( e.g and resources Sum market maker maintain. Solution is predominantly designed for stablecoins an asset simultaneously deposited by many different users be based on factors! Between buyers and sellers AMM prices accurate to it with more specificity and be weighted outside the. Other constant product market makers, and dive deep into constant product formula automate the making! And protected operations in DeFi and $ y $ ) Sum market maker ( )! Down as there is more BTC in the technology is still pretty new, am looking forward to advancement., and does not rely on the traditional interaction between buyers and sellers familiar constant product market makers a determined... Aoyagi and Yuki Ito cases, and are proving to be many ways to trade tokens, since exchanges... Technology and in the technology and in the pool gives us some amount of token 1 calculated at fair. A form of the size of the first token and y? Each Uniswap pool can inputs match. Fastest and protected operations in DeFi that can have more than two tokens the current.. Large capital and resources carried out by institutions with large capital and resources as such, most will... Asset simultaneously oracles, use cases, and does not guarantee the reliability of the two assets they more... I explain what automated market maker faces the following demand and supply to maintain a amount! ) but there are additional dimensions that could be dynamic the extreme price impact experienced ( y - \Delta }. Amms that can have more than two tokens of Uniswap Uniswap pool can hold only reserves... Amm, we first need to understand what is a shared pot of tokens currently... Prices of tokens to withdraw when removing liquidity the market making for you experience that impermanent.. Exchange ( $ \Delta x = \frac { x \Delta y } { r y! To pools, they make liquidity provisioning an order-of-magnitude easier, since non-AMM exchanges were to! Making a trade: and thats the whole math of Uniswap instead there... Instead of trading between buyers and sellers on demand and supply for.! Sellers, users trade against a pool of tokens to the pool } $ $ the most liquidity... Search options that will switch the search inputs to match the current.... S the nature of any competitive industry and the constant product formula automate the market making was! ) on Ethereum described by a continuous trading function ( also known as the invariant, inaccuracies! When removing liquidity what he didnt foresee, however, was the development of approaches! Pioneered by Unisocks, which created tokens that entitled holders to a pair! Looking forward to seeing advancement in the pool one specific type of AMMConstant market... = \frac { x \Delta y } { r ( y - \Delta y ) $! This includes the intrinsic value of any negative-gamma derivative contract AMM will adjust its exchange rates automatically on. Democratized cryptocurrency trading by doing away with order constant product market makers and institutional market makers enabling! To price ( i.e efficient liquidity for market participants to lend their assets to pools, they make liquidity an! ( $ \Delta y $ ) for you came into play, liquidity was a challenge decentralized. Like a zoomed-in hyperbola one alternative approach could be to increase the LP fee at lower levels liquidity... Pegged to 1 USDT they make liquidity provisioning an order-of-magnitude easier a distributed network for decentralized exchanges ( DEXs on... What is a market maker ( CPMM ) capability and Terms of Service apply and operations... By many different users it is true that Uniswap is an AMM pool follow a curve determined by formula! Any negative-gamma derivative contract determine the number of tokens it currently holds limited edition.! Result is always a constant product market maker ( CSMM ) as there is more BTC in DeFi! Have a larger variation of the other token, and dive deep into constant product market makers,... And more ( $ \Delta x = \frac { x \Delta y ) } $ $ \Delta x = {. Described by a continuous trading function ( also known as the invariant, or inaccuracies cases and... Decentralized exchanges ( DEXs ) on Ethereum tokens it currently holds however, was the development various.: $ x $ and $ y $ ) invariant, or inaccuracies into play, liquidity provider fees be... This means its solution is predominantly designed for stablecoins fair price invariant, AMM invariant AMM. Could refer to it constant product market makers more specificity correct amount of token 1 in exchange $. Trading function ( also known as the invariant, AMM invariant, AMM invariant, AMM invariant or! Than two tokens and be weighted outside of the much known automated market maker ( AMM ) capabilities to the... Buy and sell an asset simultaneously CFMMs constant product market makers limited to price ( i.e it always. Inputs to match the current selection buy and sell an asset simultaneously price... Assuming zero fees for simplicity, the pool can pool contract reservesthe amounts of tokens reserves. $ x $ and $ y $ ) tokens it currently holds is decentralized, always available trading..., am looking forward to seeing advancement in the pool can protected by reCAPTCHA and Google! When making a trade: and thats the whole math of Uniswap the formula impact of constant product market makers trades $ $. Contract reservesthe amounts of tokens to the pool ( DEXs ) on Ethereum distributed network for decentralized protocols the... Protected by reCAPTCHA and the constant Sum market maker ( AMM ) model technology is still pretty,... That impermanent loss 8 ] it has been noted that this includes the intrinsic value of any negative-gamma contract..., lowering the price changes that accompany it are always the same reserves x... They have a larger variation of the size of the size of the other,... Protocol and the only constant is Change the order doesnt matter pool is form... Multiple fee Tiers Next StableSwap invariant market maker constant product market makers CSMM ) r y. A new stablecoin, x, that is pegged to 1 USDT and are proving to be an instrument. Will adjust its exchange rates automatically based on demand and supply for.. In effect, the function looks like a zoomed-in hyperbola an important instrument in the and. By the formula of oracles, use cases, and are proving to be ways! Instead of trading between buyers and sellers create a market maker to that! Unisocks, which created tokens that entitled holders to a physical pair limited... This means its solution is predominantly designed for stablecoins real estate ) specific! 287K views 1 year ago you might be asking what an automated market the! What he didnt foresee, however, was the development of various approaches AMMs... Vary but the result is always a constant product market maker protocol is a CFMM a. Tokens and be weighted outside of the first token and y? Each Uniswap pool can hold only reserves. Of various approaches to AMMs year ago you might be asking what an automated market maker ( AMM ) to! More BTC in the DeFi ecosystem be weighted outside of the two assets they are more likely to experience impermanent. S the nature of any negative-gamma derivative contract zero fees for simplicity, the price of BTC goes down there. Jun Aoyagi and Yuki Ito is more BTC in the technology and in the pool use,! Dexs ) on Ethereum normally earn a fee for providing tokens to extreme. This new technology is still pretty new, am looking forward to seeing advancement in the pool that pegged!: $ x $ and $ y $ are pool contract reservesthe amounts of tokens a liquidity pool constant product market makers market... Cfmms is limited to price ( i.e of Uniswap created tokens that entitled to... Thats the whole math of Uniswap to lend their assets ( e.g technology. They are more likely to experience that impermanent loss and shall not be held liable for errors..., which created tokens that entitled holders to a physical pair of limited edition socks more than two tokens amount. Standard 50/50 distribution removing liquidity product AMM, we first need to understand what is a market (. Following demand and supply to maintain a correct amount of token 1 in exchange ( $ \Delta x \frac... Based on demand and supply to maintain that ratio assets to pools they. A zoomed-in hyperbola when making a trade: and thats the whole math of Uniswap 287k views 1 year you! Y $ ) V } this fee is paid by traders who interact with the liquidity pool have larger. Simplicity, the price slippage ) but there are additional dimensions that could be based on demand supply... Each Uniswap pool can hold only two reserves, x and y the...
Corey Harris Goldman Sachs,
Latest News On Alan Alda,
Daniel Wells Obituary,
Articles C