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When LPs Teach Me Investment with Doubao: A Self-Narrative of a Private Equity GP Switching Careers

When LPs Use Doubao to Teach Investing: A Transition Story of a Private Equity GP AI is making life increasingly difficult for small private equity fund managers, as a former GP of an offshore dollar fund reveals. The fund, managing tens of millions in US stocks, outperformed the Nasdaq but struggled with fundraising. Its traditional Cayman SPC/BVI structure failed to attract major Asian LPs, who now prefer Hong Kong LPF or Singapore VCC frameworks. The rise of AI-powered quantitative strategies has further squeezed the space for funds like his, which relied on subjective, discretionary investing. AI tools have leveled the information playing field, empowering LPs—often high-net-worth individuals, entrepreneurs, or family offices—to analyze investments themselves using chatbots like Doubao. This has eroded trust in GPs' expertise, leading to more frequent challenges over investment decisions and even withdrawals, especially during market rallies when retail investors sometimes outperform funds. Friction arises not necessarily from AI's capabilities but from how LPs use it. Many rely on conversational AI for validation rather than rigorous analysis, sometimes receiving misleading or hallucinated advice. While AI democratizes research, effective investing still requires discerning real insight from plausible-sounding output. Ultimately, AI is unlikely to fully replace GPs. Asset management remains a trust-based service. However, the industry must adapt. The future may see "human私募" (private equity) learning from AI and focusing more on providing value beyond pure analysis—perhaps by mastering the emotional intelligence and trust-building that machines cannot replicate.

Odaily星球日报06/09 02:39

When LPs Teach Me Investment with Doubao: A Self-Narrative of a Private Equity GP Switching Careers

Odaily星球日报06/09 02:39

The 4 Truths and Fee Traps Behind Polymarket's LP Market Making Incentives

Polymarket, a prediction market platform, has recently shifted its focus to incentivizing liquidity providers (LPs) to address its core issue of low liquidity. While most markets remain free, it now charges a taker fee on specific markets like crypto price movements and select sports events. This fee, highest near 50% probability, funds new LP reward programs. There are two primary reward systems: one pays LPs when their limit orders are executed (maker rewards), and another rewards simply for placing orders within a set spread to provide liquidity, even if they don't get filled. A third mechanism allows anyone to sponsor additional incentives for specific markets. A positive view argues this structure values genuine liquidity over mere trading volume, making fees earned and rewards received a potential key, anti-sybil metric for a future POLY token airdrop. It rewards users who improve market depth and stability. A contrasting, negative view claims the LP program is a "trap." Critics argue that professional market makers avoid it due to insider trading risks and that most LPs are actually losing money due to hidden "LP wear and tear" (impermanent loss), only participating based on speculation of a valuable airdrop. They warn that if Polymarket expands fees to fund these unsustainable rewards, it could lose its competitive edge of zero fees and better odds compared to traditional sportsbooks. Proposed solutions include a fixed fee only on profits, using a native POLY pool for liquidity, or charging for premium products like parlays instead of core markets.

marsbit03/22 04:10

The 4 Truths and Fee Traps Behind Polymarket's LP Market Making Incentives

marsbit03/22 04:10

The 4 Truths Behind Polymarket's LP Market-Making Incentives and the Fee Trap

Polymarket, a prediction market platform, has recently shifted its incentive structure towards rewarding Liquidity Providers (LPs) to solve its core problem of low market depth. While most markets remain free, it now charges a taker fee on specific markets (all Crypto markets, NCAAB basketball, and Serie A football) to fund new LP reward programs. The fee is calculated on a symmetric curve, highest near 50% probability. The platform has introduced two main incentive systems: one rewards LPs whose limit orders are executed (Maker Incentives), and another rewards LPs simply for providing resting liquidity, even if orders aren't filled (Liquidity Incentives). A third system allows anyone to sponsor additional rewards for specific markets. A key argument is that the fees paid and rewards earned could be a strong anti-sybil metric for a potential POLY token airdrop, valuing genuine liquidity provision over mere trading volume. However, a counter viewpoint argues the LP program is a potential trap. Critics claim that the displayed ROI for LPs is misleading as it doesn't account for "LP wear and tear"—losses from filled orders that can't be easily exited. They state professional market makers avoid it due to insider trading risks and that the model of subsidizing liquidity with massive daily rewards is unsustainable. The concern is that widespread fee implementation could erase Polymarket's competitive edge over traditional betting platforms. Proposed solutions include a fixed fee on profits only, using a POLY token for native liquidity, and charging for premium products like parlays instead of core markets.

Odaily星球日报03/22 04:08

The 4 Truths Behind Polymarket's LP Market-Making Incentives and the Fee Trap

Odaily星球日报03/22 04:08

Lazy Person's Guide to Wealth Management|Cap Announces Stablecoin Airdrop, New Pool APY Rises; hyENA Increases LP Quota (January 22)

Lazy Investor's Guide: Cap Announces Stablecoin Airdrop, New Pools Offer High APY; hyENA Increases LP Quota (Jan 22) This article covers low-risk, stablecoin-focused yield opportunities for crypto investors. Key updates include: - **Exchange-based options**: Binance’s USD1 deposit campaign is ending, but Bitget’s collaboration with Arbitrum Morpho offers 9.2% APY on USDC/USDT with high liquidity (up to $400k per user). Limited-time high-yield campaigns like Unitas (37.04% APY) are also noted. - **On-chain Strategy 1: Pendle Cap LP**: Following Cap’s announcement of a cUSD stablecoin airdrop (Stabledrop) and new Homestead incentives, Pendle pools offer high yields. The cUSD LP yields up to 24.73% APY (with PENDLE staking) and 20x Cap points. The stcUSD LP offers up to 123% APY (likely to decay) and 5x points. - **On-chain Strategy 2: Exponent & RateX ONyc LP**: Onre’s insured stablecoin ONyc offers ~30.89% APY on Exponent (with Onre incentives, may drop to ~20%) and ~25% on RateX (with RTX rewards). Both offer bonus积分 multipliers. - **On-chain Strategy 3: hyENA LP**: Ethena’s hyENA increased its LP cap to $40M. While base APY is modest (~4.86%), it offers 70x Ethena points and 5x Upshift points, appealing for long-term Ethena supporters. Always consider smart contract and platform risks when participating in DeFi strategies.

Odaily星球日报01/22 09:56

Lazy Person's Guide to Wealth Management|Cap Announces Stablecoin Airdrop, New Pool APY Rises; hyENA Increases LP Quota (January 22)

Odaily星球日报01/22 09:56

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