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I created an intelligent AI form-filling tool, hope to help finance customs officers and research workers who are troubled by complicated spreadsheets, enabling them to have more time for thinking and creative work.But this project is still in its early stages and hasn't been discovered by everyone yet.I hope it can be known and loved by more users, and if everyone has used it, I would appreciate more feedback, I'm really looking forward to it:https://www.gosnapfill.cn/landing


My application is facing similar challenges, I've learned a lot from the suggestions in the comments section, and I will need to improve my product as well.


Most AI agents today are "vibe coding" because they lack reliable context. When an agent reads a complex document with multi-modal data, it often guesses the structure, leading to hallucinations. Knowhere is an API designed to turn non-structured document chaos into structured, queryable intelligence. Key Features: Hierarchy Preservation: We don't just dump text; we understand the document’s "skeleton." Multi-Format Support: High-fidelity parsing for PDF, Word, Excel, and PPT. Performance: Once parsed, the docId is reusable, making subsequent multi-turn queries significantly faster. If you're building a "first-principles" AI app that requires absolute accuracy (technical specs, legal audits, research), try Knowhere: https://knowhereto.ai/?utm_source=HackerNews


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