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๐๐ฟ๐ฒ ๐ฌ๐ผ๐ ๐๐๐ถ๐น๐ฑ๐ถ๐ป๐ด ๐ฎ ๐ง๐ฟ๐๐ฒ ๐๐ป๐ผ๐๐น๐ฒ๐ฑ๐ด๐ฒ ๐๐ฎ๐๐ฒ ๐ผ๐ฟ ๐๐๐๐ ๐ฎ ๐ฆ๐บ๐ฎ๐ฟ๐ ๐ฆ๐ฒ๐ฎ๐ฟ๐ฐ๐ต ๐๐ป๐ด๐ถ๐ป๐ฒ?
๐๐ฉ๐บ ๐ข ๐ด๐ช๐ฎ๐ฑ๐ญ๐ฆ ๐ฅ๐ฐ๐ฎ๐ข๐ช๐ฏ ๐ฎ๐ฐ๐ฅ๐ฆ๐ญ ๐ฅ๐ฐ๐ฆ๐ด ๐ฎ๐ฐ๐ณ๐ฆ ๐ง๐ฐ๐ณ ๐ต๐ณ๐ถ๐ต๐ฉ ๐ต๐ฉ๐ข๐ฏ ๐ข๐ฏ๐ฐ๐ต๐ฉ๐ฆ๐ณ ๐ณ๐ฐ๐ถ๐ฏ๐ฅ ๐ฐ๐ง ๐ต๐ฐ๐ฑ-๐ฌ ๐ต๐ถ๐ฏ๐ช๐ฏ๐จ
แดแดสสษช๊ฑสแดแด แดษด แดแดแด ษชแดแด ษชษด AI Advances ย | ษดแดแด 22
Most โKnowledge basesโ today are just vector indexes with a chat UI.
Without the LLM, they know nothing. With the LLM, every answer re-rents the same knowledge in tokens.
๐๐ฒ๐ ๐๐ฎ๐ธ๐ฒ๐ฎ๐๐ฎ๐๐:
- A vector store isnโt a knowledge base; itโs a smart memory. The โknowledgeโ lives in the model you keep paying to re-read your own documents.
- Without a model (entities + relationships), you lock in two long-term costs: high tokens per question and shallow answers per question.
- A lightweight knowledge model lets you store facts once, query them cheaply, and use the LLM only for judgment and languageโโโnot for rediscovering the same truths forever.
๐๐๐น๐น ๐ฎ๐ฟ๐๐ถ๐ฐ๐น๐ฒ ๐
https://ai.gopubby.com/are-you-building-a-true-knowledge-base-or-just-a-smart-search-engine-549922e29359?sk=b755b4c54ca77ab7b6b83189be81b689
๐๐ฉ๐บ ๐ข ๐ด๐ช๐ฎ๐ฑ๐ญ๐ฆ ๐ฅ๐ฐ๐ฎ๐ข๐ช๐ฏ ๐ฎ๐ฐ๐ฅ๐ฆ๐ญ ๐ฅ๐ฐ๐ฆ๐ด ๐ฎ๐ฐ๐ณ๐ฆ ๐ง๐ฐ๐ณ ๐ต๐ณ๐ถ๐ต๐ฉ ๐ต๐ฉ๐ข๐ฏ ๐ข๐ฏ๐ฐ๐ต๐ฉ๐ฆ๐ณ ๐ณ๐ฐ๐ถ๐ฏ๐ฅ ๐ฐ๐ง ๐ต๐ฐ๐ฑ-๐ฌ ๐ต๐ถ๐ฏ๐ช๐ฏ๐จ
แดแดสสษช๊ฑสแดแด แดษด แดแดแด ษชแดแด ษชษด AI Advances ย | ษดแดแด 22
Most โKnowledge basesโ today are just vector indexes with a chat UI.
Without the LLM, they know nothing. With the LLM, every answer re-rents the same knowledge in tokens.
๐๐ฒ๐ ๐๐ฎ๐ธ๐ฒ๐ฎ๐๐ฎ๐๐:
- A vector store isnโt a knowledge base; itโs a smart memory. The โknowledgeโ lives in the model you keep paying to re-read your own documents.
- Without a model (entities + relationships), you lock in two long-term costs: high tokens per question and shallow answers per question.
- A lightweight knowledge model lets you store facts once, query them cheaply, and use the LLM only for judgment and languageโโโnot for rediscovering the same truths forever.
๐๐๐น๐น ๐ฎ๐ฟ๐๐ถ๐ฐ๐น๐ฒ ๐
https://ai.gopubby.com/are-you-building-a-true-knowledge-base-or-just-a-smart-search-engine-549922e29359?sk=b755b4c54ca77ab7b6b83189be81b689