In-depth Analysis of the Efficacy Divergence and Value Capture in Crypto Protocol Buyback Mechanisms | Bee Network
Hyperliquid (HYPE) • Buyback Scale: ~$644.6 million. • Mechanism: Assist Fund mechanism, using approximately 97% of exchange fees for buybacks. • Performance: Price performed exceptionally strong in 2025, even driving a revaluation of the entire Perp DEX sector. • Success Reason: Extremely high buyback ratio (almost full revenue buyback) coupled with explosive product growth (market share capture from CEXs), creating a “positive flywheel.” Aave (AAVE) • Buyback Scale: Annualized ~$50 million (weekly $1 million). • Mechanism: Uses the “Fee Switch” to allocate protocol excess reserves for purchasing AAVE. • Performance: Price rose steadily and showed significant resilience in the second half of 2025. Bitget Token (BGB) • Buyback Scale: Quarterly burns. Q1 2025 burned approximately 1.58 million BGB equivalent value (referencing the BNB model). Bitget burned 30 million BGB (~$138 million) in Q2 2025. • Mechanism: Strongly tied to centralized exchange business, with BGB empowered as the Gas token for the Layer 2 (Morph). • Performance: Price reached a new all-time high (ATH) of $11.62. • Success Reason: Beyond scarcity from buybacks, the more critical factor is utility expansion. BGB evolved from a simple exchange point system to a public chain Gas token. 1.2 Controversial Group: Futile Struggle Against the Trend
Pump.fun (PUMP) • Buyback Scale: ~$138.2 million. • Mechanism: 100% of daily revenue used for buyback and burn. • Performance: Price down ~80% from ATH. • Failure Reason: A classic case of “using buybacks to feed whales.” Due to highly concentrated token distribution, buyback funds became a liquidity exit for large holders. Additionally, meme sector hype shifts extremely fast, making infrastructure tokens difficult to capture sustained value. Sky (formerly MakerDAO) (SKY) • Buyback Scale: ~$96 million. • Mechanism: Smart Burn Engine. • Performance: Neutral to weak, falling short of expectations. • Failure Reason: Brand rebranding chaos. The migration process from MKR to SKY (1:24,000 split) and concerns over the “freeze function” of the USDS stablecoin created uncertainty. Despite the large buyback amount, governance-level uncertainty suppressed buying confidence. Raydium (RAY) • Buyback Scale: ~$100.4 million. • Mechanism: A portion of trading fees used for buyback and burn. • Performance: Highly volatile, failing to establish a long-term uptrend. • Reason: As an AMM DEX, Raydium faces extremely severe liquidity mining emissions. To attract liquidity, the protocol must continuously issue RAY. The buyback buy-side pressure appears insufficient against the massive inflationary sell-side pressure. 2. Classification and Evolution of Value Capture Mechanisms In the practice of 2025, we observed that “buybacks” are not a single model but have evolved into multiple complex variants. Each model’s mechanism of action within tokenomics and market feedback is distinctly different. Next, we delve deeper into buyback mechanisms to explore what scale of projects are suitable for which buyback mechanism, or whether they are suitable for initiating buybacks at all. 2.1 Fee Conversion and Accumulation Model Representative Cases: Hyperliquid, Aave The core of this model lies in directly converting real revenue generated by the protocol into native tokens and removing them from circulation through burning or locking. Hyperliquid’s “Black Hole Effect”: Hyperliquid designed an on-chain fund called the Assistance Fund, which automatically receives approximately 97% of the trading fees generated by the exchange. Mechanism Details: This fund continuously purchases HYPE tokens on the secondary market. By the end of 2025, the fund had accumulated nearly 30 million HYPE, valued at over $1.5 billion. Market Psychology: This model creates a visible, continuously growing buy-side pressure. Market participants not only see the current buying but also anticipate future increasing buying pressure as trading volume grows. This expectation propelled HYPE to new heights of value discovery. Aave’s “Treasury Optimization”: The Aave DAO, through governance proposals, allocates approximately $50 million in annual protocol revenue to repurchase AAVE. Strategy Difference: Aave is not in a hurry to burn these tokens but treats them as “productive capital.” The repurchased AAVE is used to replenish the ecosystem’s safety module or as future incentive reserves. While this approach doesn’t immediately reduce the total supply, it significantly decreases the circulating supply and enhances the protocol’s risk resilience. 2.2 Aggressive Burn Model Representative Cases: Pump.fun, MakerDAO (Sky), Raydium This is the most traditional deflationary model, aiming to increase per-token value by permanently reducing supply. Pump.fun’s “Zero-Sum Game”: As a Memecoin launchpad, Pump.fun used its entire revenue (once reaching millions of dollars daily) to buy back and burn PUMP tokens. Limitations: Despite burning $138 million worth of tokens, the PUMP price plummeted by 80%. The reason lies in PUMP’s lack of lock-up mechanisms and long-term utility, making buyback funds an excellent exit channel for speculators. This proves that pure deflation cannot counter selling pressure in the absence of a “reason to hold.” Sky (MakerDAO): Uses the “Smart Burn Engine” to purchase and burn SKY with the surplus generated from over-collateralization. Although the mechanism is robust, during the chaotic period of brand rebranding, the benefits of burning were overshadowed by governance-level uncertainty. 2.3 Trust Lock-Up Model Representative Case: Jupiter Jupiter attempted a middle path to balance deflation and reserves: repurchasing tokens but not immediately burning them, instead locking them into a long-term trust called the “Litterbox.” Mechanism Design: Jupiter committed to using 50% of fees to repurchase JUP and lock it for 3 years. Market Feedback: Ineffective. The market perceived the “3-year lock-up” as “delayed inflation” rather than “permanent deflation.” Facing massive unlock pressure, even with tokens temporarily out of circulation, the market tended to price in future selling pressure upfront. 3. Net Flow Theory: The Mathematical Essence of Buyback Success or Failure By comparing Hyperliquid, Aave with Jupiter, and Pump.fun, we can distill three core variables determining buyback success or failure: Net Deflation Rate, Market Game Psychology, and Project Lifecycle Stage. 3.1 Variable One: Net Deflation Rate (Buyback Volume vs. Emission Volume) Whether buybacks can push prices higher depends not on the absolute amount of buybacks but on the “net flow.” $text{Net Flow} = text{Buyback Burn Volume} – (text{Team Unlocks} + text{Investor Unlocks} + text{Staking Emissions})$ Hyperliquid was the only top-tier protocol in 2025 to achieve “net deflation.” Buyback Side: Annualized buyback amount as high as $1.2 billion (extrapolated from Q3/Q4 data). Release Side: For most of 2025, HYPE was in a phase of low circulation and low release. Although it faced an unlock of approximately 9.92 million tokens (~3.66% of circulating supply) for core contributors in November, this selling pressure was completely absorbed relative to its massive buyback volume. Calculation Result: $text{Net Flow} approx $100M/text{month (buy-side)} – $35M/text{month (unlock sell-side)} = +$65M/text{month (net buy-side)}$ 3.2 Sailing Against the Wind: Jupiter’s Inflation Trap Jupiter demonstrates the powerlessness of buybacks when confronted with massive inflation. Buyback Side: Annual expenditure of approximately $70 million. Release Side: JUP faces an extremely steep unlock curve. In early 2026, JUP faced unlock pressure of approximately $1.2 billion, with an additional linear unlock of about 53 million tokens (~$11 million) per month. Arithmetic Result: $text{Net Flow} approx $6M/text{month (buy-side)} – $10M+/text{month (unlock sell-side)} = -$4M/text{month (net sell-side)}$ Market Game Theory: Under such a massive negative net flow, the $70 million in buyback funds essentially became “exit liquidity” for early investors and team unlocking tokens. Market participants recognized this, leading them to sell rather than hold during buybacks. Solana co-founder Anatoly pointed this out: protocols should accumulate cash and conduct a one-time large-scale buyback in the future, forcing current unlocking tokens to trade at a “future expected price,” rather than directly funding the unlock sell-side as is happening now. 4. Strategic Pivot: From “Price Support” to “Infrastructure” In early 2026, with Jupiter and Helium successively announcing the cessation or reevaluation of their buyback plans, the industry underwent profound reflection. This trend indicates that Web3 projects are shifting from simple “financial engineering” (pumping prices via buybacks) back to the logic of “business operations” (investing in growth). 4.1 Helium (HNT): User Acquisition Cost Outperforms Buybacks On January 3rd, Helium founder Amir Haleem announced the cessation of HNT buybacks, with a simple and direct rationale: “The market doesn’t care if the project is buying back.” Data Context: Helium Mobile business reached monthly revenue of $3.4 million. Previously, a portion of this money was used for HNT buybacks, but the token price remained weak. New Strategy: Redirecting these funds towards hardware subsidies, new user acquisition, and network coverage expansion. Logic Reconstruction: For DePIN projects, network effects (node count, user scale) are their core moat. Lowering user barriers through subsidies can attract more active users, who will continuously consume data credits in the future, generating endogenous, rigid token burn demand. This “organic burn” provides far stronger value support than the project’s artificial “buyback burn.” Return on Investment (ROI) Analysis: $1 million in buybacks might only stabilize the price for a few days; but $1 million used for subsidies could bring in 10,000 long-term paying users, whose lifetime value (LTV) would far exceed $1 million. 4.2 Jupiter (JUP): Growth Incentives vs. Capital Return Jupiter co-founder Siong Ong similarly initiated a community discussion about stopping buybacks, proposing to redirect the $70 million funds towards “growth incentives.” Core Argument: Buybacks are inefficient capital allocation when tokens are still in a high inflation phase. Funds should be used to build moats, such as developing new features (like JupUSD), incentivizing developers, or subsidizing user trading slippage This article is sourced from the internet: In-depth Analysis of the Efficacy Divergence and Value Capture in Crypto Protocol Buyback Mechanisms Related: Facing lawsuits in seven states while simultaneously raising $11 billion in funding: The Game of Thrones for prediction market star Kalshi Author | Ethan ( @ethanzhang_web3 ) A recent class-action lawsuit filed in the Southern District of New York has dragged the prediction platform Kalshi into yet another regulatory dispute. Seven users accused the platform of selling sports-related contracts without obtaining any state betting licenses and questioned its market-making structure, claiming it “essentially puts users at odds with the bookmakers.” Just days earlier, a Nevada court had lifted a protective injunction against Kalshi, leaving him facing potential criminal charges in the state. Regulatory scrutiny has become increasingly stringent. The Nevada Gaming Authority determined that Kalshi’s sports “event contracts” were essentially unlicensed betting products and should not enjoy the regulatory protection of the CFTC (Commodity Futures Trading Commission). Federal Judge Andrew Gordon stated bluntly at the hearing, “Before Kalshi, no one would… # Analysis# bitcoin# crypto# defi# Exchange# Market# Token# Tool# web3© Copyright NoticeThe copyright of the article belongs to the author, please do not reprint without permission. Pre "Black Monday" Strikes Again, Is Trump Once Again the "Flash Crash Engine"? 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