ScottBTC

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Active for: 9.3y
Peak Tier 5
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Yesterday, many people said providing LP on Robinhood was highly profitable. Today, many are saying MEM rug-pulled and providing LP resulted in massive losses. I recommend LPs pairing core stocks with ETH—the yield is high enough, and I’m willing to hold the assets regardless of which way they move.
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ETH+5.73%
I've been working on on-chain strategies recently. For speed, I enabled QuickNode RPC, thinking subscribing would be enough. I checked the bill today and cried myself unconscious 🥲
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What are you doing while AI is working? The optimal office environment in the AI era
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Didn’t think PayPal could surge like this too. Take a look at the old-dude stock dip-buying and DCA plan I set back in June—basically everything is already up around 20%. The AI volatility is too high, so I’m starting to embrace old-timers.
PYPL-0.96%
It’s broken now—codex Token is gone. Don’t stop directly; finish the job first, then stop.
CODEX-10.33%
Finally waited until 12:50 for the token to recover, but it burned up after just over ten minutes??? I've been running fable for the past two days and it never burned this fast. Is cc secretly running the token tonight?
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TOKEN+3.52%
CC+1.52%
In crypto exchanges, the architecture for stocks is actually quite similar across the board. The real barrier is whether you can embed a "securities account system" into the crypto exchange: including KYC, regional access, brokerage licenses, clearing and custody, taxation, shareholder rights, asset ownership, and regulatory disclosures.
Coming to take over U.S. stocks, I built an Industry Chain Research Agent platform, looking for transmission logic within the industry chain, identifying the bottleneck sectors. Last year was the inaugural year of vibe coding, this year is the inaugural year of agent harness, learning by doing, building agent harness 🧐
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Recent development projects:
1. Rewrote the order placement engine of the exchange using RUST, achieving faster speeds with fewer resources by placing orders based on anchoring quotes and order book imbalance features. 24/7 continuous price updates without gaps. A single 8-core 16GB server can handle approximately 100 trading pairs simultaneously, reducing arbitrage opportunities on the exchange;
2. Reconstructed the market maker's financial system with complete reconciliation logic, daily profit and loss attribution, and detailed hedge transaction data that is auditable;
3. Developed a market
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After testing over 90 factors, I ultimately retained two factors—one for screening and one for filtering. With some additional experience-based optimization, I am quite satisfied with the results. Most people lack extensive trading experience and are not advised to burn tokens on timing strategies or to develop seemingly sophisticated machine learning price predictions. Instead, it’s better to let AI act like a researcher, digging into research papers to identify factors and develop factor-neutral strategies.
2025 is worth summarizing
1. Cognition: Through AI, this year's knowledge intake has surpassed the past five years. The happiest moment was that Vibe Coding allowed me to regain my programming skills from eight years ago and create a product that can be commercialized. Logic is the core competitiveness.
2. Relationships: A healthy relationship is based on being true to oneself. All internal conflicts in relationships stem from the illusion of "wanting to change others." True maturity is allowing—allowing others to be themselves and being firm in being oneself. Only by loving oneself first can
AE+0.32%
4+9.52%
Reconstructed a new architecture, strengthened risk control, and arbitrage between Polymarket and Kalshi can now achieve stable profits. Next, the goal is to horizontally expand this framework to more exchanges, vertically match more types of events, and deploy the order services for Polymarket and Kalshi separately, communicating via AWS internal network.
Everyone is talking about Kuaishou, but I scrolled for an hour and didn't see a single video you posted. Isn't that frustrating?