{"author":"Cindy_Yingxin","children":[{"author":"Cindy_Yingxin","children":[],"created_at":"2026-03-24T16:24:24.000Z","created_at_i":1774369464,"id":47505118,"options":[],"parent_id":47505117,"points":null,"story_id":47505117,"text":"Most AI agents today are &quot;vibe coding&quot; because they lack reliable context. When an agent reads a complex document with multi-modal data, it often guesses the structure, leading to hallucinations.\nKnowhere is an API designed to turn non-structured document chaos into structured, queryable intelligence.\nKey Features: \nHierarchy Preservation: We don&#x27;t just dump text; we understand the document\u2019s &quot;skeleton.&quot;\nMulti-Format Support: High-fidelity parsing for PDF, Word, Excel, and PPT. \nPerformance: Once parsed, the docId is reusable, making subsequent multi-turn queries significantly faster.\nIf you&#x27;re building a &quot;first-principles&quot; AI app that requires absolute accuracy (technical specs, legal audits, research), try Knowhere: <a href=\"https:&#x2F;&#x2F;knowhereto.ai&#x2F;?utm_source=HackerNews\" rel=\"nofollow\">https:&#x2F;&#x2F;knowhereto.ai&#x2F;?utm_source=HackerNews</a>","title":null,"type":"comment","url":null}],"created_at":"2026-03-24T16:24:24.000Z","created_at_i":1774369464,"id":47505117,"options":[],"parent_id":null,"points":1,"story_id":47505117,"text":null,"title":"Show HN: Knowhere \u2013 Give your AI Agents structured context from messy docs","type":"story","url":"https://knowhereto.ai/"}
