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Ladder AI's Bimodal Search System Intelligently Distinguishes Simple Queries from Complex Questions

2025-08-27 322
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Scenario-based application of intelligent search patterns

Ladder AI is designed with an innovative dual-mode search mechanism, where the algorithm automatically determines the complexity of a question and enables the corresponding processing mode. The automatic mode targets fact-based queries such as weather, translation and other simple needs, and the response speed is controlled at the millisecond level, maintaining the immediacy advantage of traditional search engines. The in-depth mode utilizes multi-round reasoning technology, which automatically activates the three functional modules of whole-network information crawling, cross-platform data comparison and structured report generation when it detects a problem that requires comprehensive analysis.

Taking the purchase of home appliances as an example, the system will parallelly retrieve the specifications of e-commerce platforms, experience reports on review websites and user feedback on social media, and through feature extraction and weight calculation, it will ultimately output a decision-making solution that contains cost-performance analysis, comparison of product strengths and weaknesses, and suggestions for use. This way of processing compresses the manual research that would otherwise take several hours into a few minutes, significantly improving the efficiency of information acquisition.

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