Social Sharing: Share profit screenshots to social media with one click, turning winners into "walking billboards" for the platform while inflicting FOMO, jealousy, and anxiety on other users. The Loser's Game: Creating "Resentment" For losing traders, the platform's goal isn't to prevent them from rationally exiting due to losses. Instead, it aims to foster a feeling of resentment, prompting them to immediately enter the next trade to "recover their losses." This is a more powerful and crucial link in the entire psychological cycle. The psychological mechanism at its core is the theory of loss aversion. Groundbreaking research by Daniel Kahneman and Amos Tversky demonstrated that the psychological pain of a loss is twice as great as the pleasure of an equal gain. This intense negative emotion can lead to a range of irrational behaviors, such as holding onto a declining position to avoid admitting losses (the sunk cost fallacy) or, more importantly, revenge trading. Revenge trading is impulsive, high-risk trading driven by anger, frustration, and reluctance after a significant loss, with the sole purpose of quickly recovering the loss. This reluctance is a key driver of retaining losing users and driving their continued trading volume. Taking several major CEX/protocols as examples: Platform amplification strategies: Every detail of the interface should be designed to maximize users' reluctance, preventing them from conducting a dispassionate review and risk assessment. Visualizing "almost": When a user's position is forced closed, the interface can display how close the price was to their stop-loss or profit target, suggesting that it was simply a case of bad luck rather than a strategic error. Loss Framing Effect: Frames losses as temporary "paper losses" or "pullbacks" rather than permanent capital losses, instantly promoting new "market opportunities." Instant Re-entry Incentives: After a user closes a position or is liquidated, prompts like "one-click reversal" or "receive trading fee discount coupons" pop up immediately. This shortens the time it takes for users to make the next trade after a loss, exploiting emotional windows to encourage impulsive trading. From a protocol operations perspective, the most valuable users aren't the "smart money" who consistently profit and regularly withdraw. Quite the opposite: the ideal user is a trader trapped in a cycle of profit and loss. Regardless of their net profit or loss, they consistently generate significant trading volume and fees. Maximizing protocol revenue comes from the vigorous churn of capital between winners and losers. Therefore, every element of the platform's design—from the color of the profit and loss numbers, to post-trade animations, to the default leverage ratio and social features—is no longer a simple aesthetic choice; rather, it is a tool used to manipulate traders' psychology, guiding them towards greed and "reluctance," two high-volume behavioral patterns. III. Liquidity Spiral: From Psychological Loop to Protocol Flywheel Once a sufficient number of traders are captured through carefully designed psychological mechanisms, the protocol can initiate a self-reinforcing positive cycle, known as the "liquidity spiral." This process transforms individual irrational behavior into a sustainable, structural competitive advantage at the protocol level. Phase 1: The Core Engine of "Hooked" Traders This spiral begins with the core user group, described above, driven by greed and unwillingness. These winners and losers are locked in a continuous trading cycle. Their trading behavior is, in a sense, "organic," driven more by intrinsic psychological needs (the pursuit of pleasure, recovering losses, proving oneself) than by external token incentives. This core group creates a stable and predictable stream of underlying trading volume and fee revenue for the protocol. This is the first step in the protocol's transition away from reliance on hot money/"mercenary capital." Phase 2: Attracting Established Liquidity Providers With a stable and substantial underlying trading volume, the protocol becomes highly attractive to the second tier of market participants: professional liquidity providers. Market makers are drawn to the protocol because they can consistently earn the bid-ask spread from the frequent trades generated by the core traders. Arbitrageurs are attracted by price volatility, and their activities help align the protocol's prices with the broader market, thereby improving market efficiency. This infusion of professional liquidity significantly deepens the order book and reduces slippage, thereby improving the trading experience for all users. This makes the platform more attractive to new users and further strengthens the core engine.
Phase Three: The Return of "Mercenary Capital" and the Formation of a Liquidity Black Hole
As the protocol establishes a deep, active, and efficient market through the first two phases, an interesting reversal occurs. The "mercenary capital" that the protocol initially sought to shed is now actively returning. This time, however, they are attracted not by the protocol's airdropped tokens, but by the superior trading conditions (extremely low slippage, deep trading volume, and abundant arbitrage opportunities). Their arrival completes the final piece of the liquidity spiral. This massive influx of capital transforms the protocol into a "liquidity black hole"—a market with such immense gravitational pull that competitors struggle to dislodge it. At this point, the protocol's competitive moat has shifted from short-lived incentives to insurmountable structural barriers formed by network effects and deep liquidity. At its core, PVP is a strategy that leverages artificially designed mechanisms (gamified incentives, psychological cues) to create what looks and feels like "organic product-market fit." Traditional liquidity mining, such as SushiSwap's vampire attacks and AsterDex's wash trading, addresses the "cold start" liquidity problem but fails to address user "loyalty." Retention rates for users attracted by incentives are extremely low. PVP mechanisms and models aim to fundamentally address the retention problem by replacing economic "incentives" with a behavioral "addiction" (as described by the psychological mechanisms of gambling addiction). An addicted user doesn't need to be paid to play. Therefore, most protocols prioritize liquidity acquisition as their primary goal, while the PVP model reframes it as an outcome. The primary goal is to maximize user engagement and trading volume through psychological mechanisms. Deep, stable liquidity is a natural consequence of achieving this primary goal. Amidst fierce competition for liquidity among exchanges, the PVP model offers a more capital-efficient path: invest resources in product features that foster a competitive atmosphere, and liquidity will naturally follow trading activity.
Fourth, Catalysts: Designed for "Single-Point Breakthroughs"
Kickstarting a powerful PvP flywheel requires precise, powerful catalysts. This requires protocols to abandon "generalized system of preferences" incentives and adopt a "single-point breakthrough" strategy that creates conflict, identifies winners, and inspires losers.
Broad-based liquidity mining or trading rebates are platforms criticized by users for their "broad-based" strategies. This strategy is inefficient because it rewards everyone indiscriminately, including "zombie users" who passively provide liquidity and trade infrequently, and those who trade for points. This not only dilutes the incentives for high-value, active traders, but also creates significant token inflationary pressure, ultimately leading to a rapid exit of mercenary capital as rewards decay. An effective "single-point breakthrough" incentive model should be based on relative performance rather than absolute participation. The core principle is to reward traders who win the PvP competition, not all participants. A successful PvP incentive program must inherently create a large number of "losers" who gain nothing. This runs counter to the "inclusiveness" and "community sharing" ethos typically promoted in the Web3 space, but it is crucial to the model's success. It is the intense reluctance felt by these losers who "miss out" on the grand prize that forms the core motivation for them to continue participating in the platform in the future, even without direct incentives. We can't expect a platform that prioritizes zero-sum games and winner-takes-all mechanisms to pursue "inclusive finance," can we? If you're held hostage by the moral values of "inclusive finance" or driven by the anti-scam community's demands for fair treatment, then you might not be suited to this "cannibalistic" trench. Conclusion: Sustainable Bubbles Let's return to our original chemistry analogy. Speculative markets are inherently bubbly. The goal of PVP isn't to eliminate bubbles, but to stabilize them. Just as polyvinylpyrrolidone provides structure, resilience, and durability to bubbles, a well-designed player-versus-player system can also provide a sustainable structure to market frenzy. It creates stability in trading activity and fee income amidst volatile price fluctuations. The ultimate strategic recommendation is this: In the future competition among Perp DEXs, the winner will not be those offering the highest APY, but those that most deeply understand and master user psychology. Success is no longer solely the work of financial architects; it is the work of behavioral psychology architects. Make PVP a doctrine—like the Chaoshan people, bring the gaming arena to your own backyard; water will naturally flow to every value trough without guidance.