2026-01-19 14:37:18

Built a predictive market trading anomaly monitoring system using Questflow, with quite interesting core logic:

First, look at the market sentiment—monitoring various order books on Polymarket. Once a trading pair's trading volume surges over $50,000 within 1 hour (threshold adjustable based on liquidity), it triggers the first-level alert.

Then, combine with news sentiment—directly call Perplexity for real-time search. If there are no major breaking news within the past 1 hour, it’s basically funds testing the bottom line. This dual confirmation mechanism effectively filters out daily fluctuations and captures genuine anomaly signals. The logic is simple but quite practical.

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RuntimeError

· 5h ago

This double confirmation approach is indeed clever, but could the $50k threshold be too sensitive given the liquidity on platforms like Polymarket?

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NewDAOdreamer

· 10h ago

This dual confirmation system is truly excellent; combining the financial aspect with the news aspect makes it almost impossible to be scammed.

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BearHugger

· 15h ago

Damn, this double confirmation is quite something. With both the liquidity and news sides hitting together, those main players testing the market are probably about to be exposed.

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DeFiVeteran

· 15h ago

This double confirmation approach is indeed excellent; aligning the fundamentals with the news sentiment can filter out a lot of noise signals.

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DefiEngineerJack

· 15h ago

ngl the $50k volume threshold feels kinda arbitrary tho... have you stress-tested this against liquidity fragmentation across different markets? seems like it'd get absolutely rekt during coordinated pump schemes lmao

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EyeOfTheTokenStorm

· 15h ago

Bro, this double confirmation setup does have some merit, but I think the $50k threshold should be dynamically adjusted based on real-time liquidity; otherwise, it's easy for whales to manipulate the price and trick orders. I've also tried similar quantitative models before. The key issue is how to solve the news delay problem with Perplexity. On-chain signals are often faster than traditional media, which can become a critical vulnerability. From my historical data, genuine underlying movements are rarely so "clean." You need to incorporate on-chain activity and whale wallet flows to accurately determine whether it's the main players testing the waters or retail investors panicking and fleeing.

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DAOdreamer

· 16h ago

Damn, with both the capital and news sides hitting hard, this is the real signal capture.

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MemecoinTrader

· 16h ago

ngl this is just sophisticated front-running with extra steps... the real alpha was spotting this setup before sharing it lol

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