๐ Bagrat Ter-Akopyan, Carmen Heger and team. Congrats and thanks for the nice technical write-up.
written by Stefan Christoph
๐ Bagrat Ter-Akopyan, Carmen Heger and team. Congrats and thanks for the nice technical write-up. It’s amazing to see how you continue to innovate on behalf of your customers. I love the outcome.
๐ What stands out for me from your technical report is your description of the why and how you moved away from your own, already very good, initial RAG implementation. Citing from the report:
“๐๐ฏ๐ฆ ๐ฐ๐ง ๐ฐ๐ถ๐ณ ๐ญ๐ฆ๐ข๐ณ๐ฏ๐ช๐ฏ๐จ๐ด ๐ง๐ณ๐ฐ๐ฎ ๐ต๐ฉ๐ฆ ๐ญ๐ข๐ด๐ต ๐ฃ๐ช๐จ ๐๐๐ ๐ฑ๐ณ๐ฐ๐ซ๐ฆ๐ค๐ต ๐ธ๐ข๐ด ๐ต๐ฉ๐ข๐ต ๐ธ๐ฆ ๐ฏ๐ฆ๐ฆ๐ฅ๐ฆ๐ฅ ๐ต๐ฐ ๐ด๐ฑ๐ฆ๐ฆ๐ฅ ๐ถ๐ฑ ๐ฐ๐ถ๐ณ ๐ฆ๐น๐ฑ๐ฆ๐ณ๐ช๐ฎ๐ฆ๐ฏ๐ต๐ข๐ต๐ช๐ฐ๐ฏ ๐ค๐บ๐ค๐ญ๐ฆ๐ด. ๐๐ฏ ๐ต๐ฉ๐ฆ ๐ต๐ฆ๐ค๐ฉ๐ฏ๐ช๐ค๐ข๐ญ ๐ด๐ช๐ฅ๐ฆ, ๐ต๐ฉ๐ข๐ต ๐ฎ๐ฆ๐ข๐ฏ๐ต ๐ถ๐ด๐ช๐ฏ๐จ ๐ฎ๐ฐ๐ณ๐ฆ ๐ฐ๐ง๐ง-๐ต๐ฉ๐ฆ-๐ด๐ฉ๐ฆ๐ญ๐ง ๐ด๐ฐ๐ญ๐ถ๐ต๐ช๐ฐ๐ฏ๐ด ๐ง๐ฐ๐ณ ๐๐๐ ๐ข๐ณ๐ค๐ฉ๐ช๐ต๐ฆ๐ค๐ต๐ถ๐ณ๐ฆ๐ด ๐ต๐ฉ๐ข๐ต ๐ฉ๐ข๐ท๐ฆ ๐ฃ๐ฆ๐ค๐ฐ๐ฎ๐ฆ ๐ข๐ท๐ข๐ช๐ญ๐ข๐ฃ๐ญ๐ฆ ๐ข๐ฏ๐ฅ ๐ณ๐ฆ-๐ถ๐ด๐ช๐ฏ๐จ ๐ฐ๐ถ๐ณ ๐ฐ๐ธ๐ฏ ๐ฆ๐น๐ช๐ด๐ต๐ช๐ฏ๐จ ๐ด๐ฐ๐ญ๐ถ๐ต๐ช๐ฐ๐ฏ๐ด.” and “๐๐ฐ ๐ฎ๐ข๐ฌ๐ฆ ๐ต๐ฉ๐ฆ ๐ฅ๐ฐ๐ค๐ถ๐ฎ๐ฆ๐ฏ๐ต๐ด ๐ด๐ฆ๐ข๐ณ๐ค๐ฉ๐ข๐ฃ๐ญ๐ฆ ๐ง๐ฐ๐ณ ๐ฐ๐ถ๐ณ ๐๐๐ ๐ด๐บ๐ด๐ต๐ฆ๐ฎ, ๐ธ๐ฆ ๐ถ๐ด๐ฆ๐ฅ ๐๐๐ ๐ฌ๐ฏ๐ฐ๐ธ๐ญ๐ฆ๐ฅ๐จ๐ฆ ๐ฃ๐ข๐ด๐ฆ๐ด. ๐๐ฉ๐ช๐ด ๐จ๐ข๐ท๐ฆ ๐ถ๐ด ๐ด๐ญ๐ช๐จ๐ฉ๐ต๐ญ๐บ ๐ง๐ฆ๐ธ๐ฆ๐ณ ๐ค๐ฐ๐ฏ๐ง๐ช๐จ๐ถ๐ณ๐ข๐ต๐ช๐ฐ๐ฏ ๐ฐ๐ฑ๐ต๐ช๐ฐ๐ฏ๐ด ๐ต๐ฉ๐ข๐ฏ ๐ข ๐ค๐ถ๐ด๐ต๐ฐ๐ฎ ๐ฃ๐ถ๐ช๐ญ๐ฅ ๐ฆ๐ข๐ณ๐ญ๐ช๐ฆ๐ณ ๐ด๐ฐ๐ญ๐ถ๐ต๐ช๐ฐ๐ฏ ๐ฃ๐ถ๐ต ๐ด๐ฑ๐ฆ๐ฅ ๐ถ๐ฑ ๐ช๐ฏ๐จ๐ฆ๐ด๐ต๐ช๐ฐ๐ฏ ๐ฃ๐บ ๐ด๐ฆ๐ท๐ฆ๐ณ๐ข๐ญ ๐ฎ๐ข๐จ๐ฏ๐ช๐ต๐ถ๐ฅ๐ฆ๐ด ๐ธ๐ฉ๐ช๐ค๐ฉ ๐ข๐ญ๐ญ๐ฐ๐ธ๐ฆ๐ฅ ๐ถ๐ด ๐ต๐ฐ ๐ช๐ต๐ฆ๐ณ๐ข๐ต๐ฆ ๐ฑ๐ณ๐ฆ-๐ฑ๐ณ๐ฐ๐ค๐ฆ๐ด๐ด๐ช๐ฏ๐จ ๐ฎ๐ถ๐ค๐ฉ ๐ง๐ข๐ด๐ต๐ฆ๐ณ.”
๐As RAG continues to be one of the key architecture patterns which enables to productionize GenAI Use cases, it is key to avoid undifferentiated heavy lifting, where possible, and focus on the actual product or service development. So if you have a Use Case at hand which would be build on RAG architecture, I highly recommend to give Amazon Bedrock Knowledge Bases.ย The technical report gives you a great starting point: https://lnkd.in/dGM-VgDb
Can’t wait to see what you build :)