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Java Code Geeks

Milvus(@milvusio)

Milvus (@milvusio) on X ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ๐—ฐ๐—ผ๐—บ๐—ฝ๐—ฎ๐—ฐ๐˜๐˜€ ๐˜€๐—ฒ๐—ด๐—บ๐—ฒ๐—ป๐˜๐˜€ ๐—ฑ๐˜‚๐—ฟ๐—ถ๐—ป๐—ด ๐—ป๐—ผ๐—ฟ๐—บ๐—ฎ๐—น ๐—ผ๐—ฝ๐—ฒ๐—ฟ๐—ฎ๐˜๐—ถ๐—ผ๐—ป๐˜€, ... ๐—ก๐—ฒ๐—ฎ๐—ฟ๐—น๐˜† ๐—ต๐—ฎ๐—น๐—ณ ๐˜†๐—ผ๐˜‚๐—ฟ ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ๐˜€๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต ๐—ฐ๐—ฎ๐—ฝ๐—ฎ๐—ฐ๐—ถ๐˜๐˜† ๐—บ๐—ฎ๐˜† ๐—ฏ๐—ฒ ... ๐—”๐—ฑ๐—ฑ๐—ถ๐—ป๐—ด ๐—ฎ๐—ป ๐—”๐—œ ๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐˜๐—ผ ๐—ฑ๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ ๐˜๐—ผ๐—ผ๐—น๐—ถ๐—ป๐—ด ๐—ฟ๐—ฎ๐—ถ๐˜€๐—ฒ๐˜€ ๐—ฎ๐—ป ... ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ๐—ท๐˜‚๐˜€๐˜ ๐—ฐ๐—ฟ๐—ผ๐˜€๐˜€๐—ฒ๐—ฑ ๐Ÿฐ๐Ÿฑ,๐Ÿฌ๐Ÿฌ๐Ÿฌ ๐—š๐—ถ๐˜๐—›๐˜‚๐—ฏ ๐˜€๐˜๐—ฎ๐—ฟ๐˜€ โญ๏ธ A huge thank you โค๏ธ to ... MFS 01: https://t.co/PVPqlHy7CR MFS 03: https://t.co/ksYX81kOHA ๐—ช๐—ฒ ๐—ผ๐—ฝ๐—ฒ๐—ป-๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ๐—ฑ ๐— ๐—™๐—ฆ (๐— ๐˜‚๐—น๐˜๐—ถ-๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ ๐—™๐—ถ๐—น๐—ฒ-๐—น๐—ถ๐—ธ๐—ฒ ๐—ฆ๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต), a tool... โฐ Coming up very soon: ๐—™๐—ฟ๐—ผ๐—บ ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ ๐˜๐—ผ ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐—Ÿ๐—ฎ๐—ธ๐—ฒ๐—ฏ๐—ฎ๐˜€๐—ฒ sta... ๐—ช๐—ฒ ๐—ผ๐—ฝ๐—ฒ๐—ป-๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ๐—ฑ ๐—ข๐—ฝ๐—ฒ๐—ป ๐—ง๐—ฎ๐—ด, ๐—ฎ๐—ป ๐—ผ๐—ฝ๐—ฒ๐—ป ๐˜ƒ๐—ฒ๐—ฟ๐˜€๐—ถ๐—ผ๐—ป ๐—ผ๐—ณ ๐—–๐—น๐—ฎ๐˜‚๐—ฑ๐—ฒ ๐—ง๐—ฎ๐—ด.... We kept seeing the same pattern with agents: when the same agent lived inside IM instead of a termin... โฐ Quick reminder: our webinar, ๐—™๐—ฟ๐—ผ๐—บ ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐——๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ ๐˜๐—ผ ๐—ฉ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ... ๐—š๐—ฟ๐—ฎ๐—ป๐˜๐—ถ๐—ป๐—ด ๐—ฎ ๐˜๐—ฒ๐—ฎ๐—บ๐—บ๐—ฎ๐˜๐—ฒ ๐—ฟ๐—ฒ๐—ฎ๐—ฑ-๐—ผ๐—ป๐—น๐˜† ๐—ฎ๐—ฐ๐—ฐ๐—ฒ๐˜€๐˜€ ๐˜๐—ผ ๐—ผ๐—ป๐—ฒ ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ... ๐—” ๐˜€๐—ถ๐—ป๐—ด๐—น๐—ฒ ๐Ÿญโ€“๐Ÿฑ ๐˜€๐—ฐ๐—ผ๐—ฟ๐—ฒ ๐—ถ๐˜€ ๐—ฎ ๐—ฏ๐—ฎ๐—ฑ ๐˜„๐—ฎ๐˜† ๐˜๐—ผ ๐—ท๐˜‚๐—ฑ๐—ด๐—ฒ ๐—ฅ๐—”๐—š ๐—พ๐˜‚๐—ฎ๐—น๐—ถ๐˜๐˜† ๐—ถ๐—ป ... ๐—Ÿ๐—Ÿ๐— ๐˜€ ๐—ธ๐—ฒ๐—ฒ๐—ฝ ๐—ฐ๐—ถ๐˜๐—ถ๐—ป๐—ด ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ๐˜€ ๐˜๐—ต๐—ฎ๐˜ ๐—ฑ๐—ผ๐—ป'๐˜ ๐˜€๐—ฎ๐˜† ๐˜„๐—ต๐—ฎ๐˜ ๐˜๐—ต๐—ฒ๐˜† ... We built HNSW directly on the embedding lists, with no encoding step in between. ๐—ง๐—ต๐—ฒ ... Attu used to feel like a lightweight console for one Milvus instance. ๐—”๐˜๐˜๐˜‚ ๐Ÿฏ.๐Ÿฌ ๐—•๐—ฒ๐˜๐—ฎ ๐—ถ๐˜€ ... ๐—” ๐—น๐—ผ๐˜ ๐—ผ๐—ณ ๐—ฑ๐—ฎ๐˜๐—ฎ๐—ฏ๐—ฎ๐˜€๐—ฒ ๐—”๐—œ ๐—ณ๐—ฒ๐—ฎ๐˜๐˜‚๐—ฟ๐—ฒ๐˜€ ๐˜€๐˜๐—ผ๐—ฝ ๐—ฎ๐˜ ๐—ฎ๐—ป๐˜€๐˜„๐—ฒ๐—ฟ๐—ถ๐—ป๐—ด ... ๐—ฌ๐—ผ๐˜‚๐—ฟ ๐˜๐—ฒ๐˜€๐˜ ๐˜€๐—ฒ๐˜ ๐˜€๐—ต๐—ผ๐˜„๐˜€ ๐˜€๐˜๐—ฟ๐—ผ๐—ป๐—ด ๐—ฟ๐—ฒ๐—ฐ๐—ฎ๐—น๐—น, ๐—ฏ๐˜‚๐˜ ๐—ฟ๐—ฒ๐˜๐—ฟ๐—ถ๐—ฒ๐˜ƒ๐—ฎ๐—น ๐—บ๐—ฎ๐˜† ... In text retrieval, multi-vector's advantage is conditional. On short documents and simple queries, a... ๐—œ๐—ณ ๐˜†๐—ผ๐˜‚ ๐—ฟ๐˜‚๐—ป ๐—บ๐—ผ๐—ฟ๐—ฒ ๐˜๐—ต๐—ฎ๐—ป ๐—ผ๐—ป๐—ฒ ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ๐—ฐ๐—น๐˜‚๐˜€๐˜๐—ฒ๐—ฟ, ๐˜†๐—ผ๐˜‚ ๐—ธ๐—ป๐—ผ๐˜„ ๐˜๐—ต๐—ฒ ... A user tells your support chatbot โ€œmy service keeps freezing.โ€ Your knowledge base has the right art... ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ๐—ต๐—ฎ๐˜€ ๐—ฟ๐—ฒ๐—น๐—ฒ๐—ฎ๐˜€๐—ฒ๐—ฑ ๐—”๐˜๐˜๐˜‚ ๐Ÿฏ.๐Ÿฌ ๐—•๐—ฒ๐˜๐—ฎ, ๐—ฎ ๐—ฟ๐—ฒ๐—ฏ๐˜‚๐—ถ๐—น๐˜ ... ๐——๐—ผ ๐˜†๐—ผ๐˜‚ ๐—ธ๐—ป๐—ผ๐˜„ ๐—ต๐—ผ๐˜„ ๐—บ๐—ฎ๐—ป๐˜† ๐—ฏ๐—ถ๐—ฟ๐—ฑ๐˜€ ๐˜๐—ต๐—ฒ๐—ฟ๐—ฒ ๐—ฎ๐—ฟ๐—ฒ ๐—ถ๐—ป ๐˜๐—ต๐—ฒ ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ๐—ฎ๐—ป๐—ฑ ... ๐—Ÿ๐—˜๐— ๐—จ๐—ฅ ๐—ถ๐˜€ ๐˜๐—ต๐—ฒ ๐—บ๐˜‚๐—น๐˜๐—ถ-๐˜ƒ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐˜€๐˜๐—ฟ๐—ฎ๐˜๐—ฒ๐—ด๐˜† ๐˜๐—ต๐—ฎ๐˜ ๐—น๐—ผ๐—ผ๐—ธ๐˜€ ๐—ฒ๐—ฎ๐˜€๐—ถ๐—ฒ๐˜€๐˜ ... ๐—›๐—ผ๐˜„ ๐—ฑ๐—ผ๐—ฒ๐˜€ ๐—ฎ ๐˜€๐˜๐—ผ๐—ฐ๐—ธ ๐—บ๐—ฒ๐—ฑ๐—ถ๐—ฎ ๐—ฝ๐—น๐—ฎ๐˜๐—ณ๐—ผ๐—ฟ๐—บ ๐˜„๐—ถ๐˜๐—ต ๐Ÿฎ๐Ÿฌ๐Ÿฌ๐— + ๐˜ƒ๐—ถ๐˜€๐˜‚๐—ฎ๐—น ... ๐—ช๐—ฒ ๐—ฐ๐—น๐—ฎ๐˜€๐˜€๐—ถ๐—ณ๐˜† ๐—›๐—ฒ๐—ฟ๐—บ๐—ฒ๐˜€ ๐˜„๐—ถ๐˜๐—ต ๐˜€๐—ธ๐—ถ๐—น๐—น๐˜€ ๐—ฎ๐˜€ ๐—ฎ๐—ป ๐—Ÿ๐Ÿฏ. ๐—›๐—ฒ๐—ฟ๐—ฒ'๐˜€ ๐˜„๐—ต๐˜†, ๐—ฎ๐—ป๐—ฑ ... ๐Ÿ“ฃ ๐—ข๐˜‚๐—ฟ ๐˜„๐—ฒ๐—ฏ๐—ถ๐—ป๐—ฎ๐—ฟ ๐—ฎ๐—ฏ๐—ผ๐˜‚๐˜ ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ๐Ÿฏ.๐Ÿฌ ๐—ถ๐˜€ ๐—ต๐—ฎ๐—ฝ๐—ฝ๐—ฒ๐—ป๐—ถ๐—ป๐—ด ๐˜๐—ผ๐—ฑ๐—ฎ๐˜†! Join us... ๐—ฌ๐—ผ๐˜‚ ๐—ฐ๐—ฎ๐—ป ๐—ฟ๐˜‚๐—ป ๐Ÿฎ๐Ÿฑ ๐—บ๐—ถ๐—น๐—น๐—ถ๐—ผ๐—ป ๐˜ƒ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ๐˜€ ๐—ถ๐—ป ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ๐˜‚๐˜€๐—ถ๐—ป๐—ด ๐˜‚๐—ป๐—ฑ๐—ฒ๐—ฟ ... ๐—ช๐—ฒ๐—ฏ๐—ถ๐—ป๐—ฎ๐—ฟ ๐—ฅ๐—ฒ๐—บ๐—ถ๐—ป๐—ฑ๐—ฒ๐—ฟ | ๐—ช๐—ต๐—ฎ๐˜โ€™๐˜€ ๐—ก๐—ฒ๐˜„ ๐—ถ๐—ป ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ๐Ÿฏ.๐Ÿฌ: ๐—Ÿ๐—ถ๐˜ƒ๐—ฒ ... With the same multi-vector model, and the same dataset, nDCG@10 can drop from 0.701 to 0.109 โ€” rough... ๐—ง๐—ต๐—ฒ๐—ฟ๐—ฒ ๐—ฎ๐—ฟ๐—ฒ ๐˜๐—ต๐—ฟ๐—ฒ๐—ฒ ๐—ฐ๐—ผ๐—บ๐—บ๐—ผ๐—ป ๐˜„๐—ฎ๐˜†๐˜€ ๐˜๐—ผ ๐—ฐ๐—ต๐˜‚๐—ป๐—ธ ๐—ฑ๐—ผ๐—ฐ๐˜‚๐—บ๐—ฒ๐—ป๐˜๐˜€ ๐—ณ๐—ผ๐—ฟ ๐—ฅ๐—”๐—š.... Your RAG tested well and went live, but recall is getting worse. ๐—ง๐—ต๐—ฟ๐—ฒ๐—ฒ ๐—ฐ๐—ผ๐—บ๐—บ๐—ผ๐—ป ... Vector search works well when semantic meaning matters, but it can be unreliable with exact terms. S... ๐ŸŒ ๐—ช๐—ฒ๐—ฏ๐—ถ๐—ป๐—ฎ๐—ฟ | ๐—ช๐—ต๐—ฎ๐˜โ€™๐˜€ ๐—ก๐—ฒ๐˜„ ๐—ถ๐—ป ๐— ๐—ถ๐—น๐˜ƒ๐˜‚๐˜€ ๐Ÿฏ.๐Ÿฌ: ๐—Ÿ๐—ถ๐˜ƒ๐—ฒ ๐—ช๐—ฎ๐—น๐—ธ๐˜๐—ต๐—ฟ๐—ผ๐˜‚๐—ด๐—ต & ... ๐—–๐—น๐—ฎ๐˜‚๐—ฑ๐—ฒ ๐—ข๐—ฝ๐˜‚๐˜€ ๐Ÿฐ.๐Ÿด brings longer independent work, sharper judgment, and stronger self-chec... When RAG gives a wrong answer, the team's first move is usually a bigger model or more prompt tweaki... ๐—œ๐—ป ๐—ฎ ๐—น๐—ผ๐—ป๐—ด-๐—ฟ๐˜‚๐—ป๐—ป๐—ถ๐—ป๐—ด ๐—ฅ๐—”๐—š ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ, ๐˜๐—ต๐—ฒ ๐—บ๐—ผ๐˜€๐˜ ๐—ฑ๐—ฎ๐—ป๐—ด๐—ฒ๐—ฟ๐—ผ๐˜‚๐˜€ ๐—ฏ๐˜‚๐—ด ... ๐—–๐—ฅ๐—”๐—š ๐—ฐ๐—ฎ๐—ป ๐—บ๐—ฎ๐—ธ๐—ฒ ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ฅ๐—”๐—š ๐˜€๐˜‚๐—ฟ๐—ณ๐—ฎ๐—ฐ๐—ฒ ๐˜๐—ต๐—ฒ ๐—ฎ๐—ป๐˜€๐˜„๐—ฒ๐—ฟ ๐˜†๐—ผ๐˜‚ ๐—ฎ๐—ฐ๐˜๐˜‚๐—ฎ๐—น๐—น๐˜† ... This time, ๐—ค๐˜„๐—ฒ๐—ป๐Ÿฏ.๐Ÿณ-๐— ๐—ฎ๐˜… was not released with open weights. But for enterprise agents, it is... Korean memory stocks are going crazy. SK Hynix has nearly tripled since the end of 2025. If you run ... โ“ ๐—›๐—ผ๐˜„ ๐—ฑ๐—ผ ๐˜†๐—ผ๐˜‚ ๐—ธ๐—ฒ๐—ฒ๐—ฝ ๐—ณ๐—ถ๐—น๐˜๐—ฒ๐—ฟ๐—ฒ๐—ฑ ๐˜ƒ๐—ฒ๐—ฐ๐˜๐—ผ๐—ฟ ๐˜€๐—ฒ๐—ฎ๐—ฟ๐—ฐ๐—ต ๐—ณ๐—ฎ๐˜€๐˜ ๐—ฎ๐—ป๐—ฑ ... A lot of the "RAG is dead" arguments have some truth: traditional RAG is a poor fit for agentic work... ๐—™๐—ผ๐—ฟ ๐—ฎ ๐˜„๐—ต๐—ถ๐—น๐—ฒ, ๐˜„๐—ฒ ๐—ธ๐—ฒ๐—ฝ๐˜ ๐—ต๐—ฒ๐—ฎ๐—ฟ๐—ถ๐—ป๐—ด ๐˜๐—ต๐—ฒ ๐˜€๐—ฎ๐—บ๐—ฒ ๐—ฐ๐—ผ๐—บ๐—ฝ๐—น๐—ฎ๐—ถ๐—ป๐˜ ๐—ณ๐—ฟ๐—ผ๐—บ ๐—ฒ-... โ“ ๐—›๐—ผ๐˜„ ๐—ฑ๐—ผ ๐˜†๐—ผ๐˜‚ ๐—ฟ๐—ฒ๐—ฑ๐˜‚๐—ฐ๐—ฒ ๐˜€๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐—ป๐—ด ๐—ฐ๐—ผ๐˜€๐˜๐˜€ ๐˜„๐—ถ๐˜๐—ต๐—ผ๐˜‚๐˜ ๐—บ๐—ฎ๐—ธ๐—ถ๐—ป๐—ด ... Most AI teams do not start with a blank slate. They already have data in object storage, pipelines, ... If youโ€™ve used Milvus, you probably know Attu. Itโ€™s the UI many developers open when they want to i... At last monthโ€™s Unstructured Data Meetup London, Jiang Chen, our Head of Developer Relations, broke ... In this previous post (https://t.co/77L5mrn5q7), we talked about why multi-vector models sometimes h... When search results aren't ideal, the default instinct is to filter them out. ๐—œ๐—ป ...
๐—ง๐—ต๐—ฒ๐—ฟ๐—ฒ'๐˜€ ๐—ฝ๐—ฟ๐—ผ๐—ฏ๐—ฎ๐—ฏ๐—น๐˜† ๐—ฎ ๐—ฏ๐—น๐—ถ๐—ป๐—ฑ ๐˜€๐—ฝ๐—ผ๐˜ ๐—ถ๐—ป ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ฅ๐—”๐—š ๐—ฝ๐—ถ๐—ฝ๐—ฒ๐—น๐—ถ๐—ป๐—ฒ: ๐—ถ๐˜ ...
Milvus (@mil ยท 2026-05-25 ยท via Milvus(@milvusio)
๐—ง๐—ต๐—ฒ๐—ฟ๐—ฒ'๐˜€ ๐—ฝ๐—ฟ๐—ผ๐—ฏ๐—ฎ๐—ฏ๐—น๐˜† ๐—ฎ ๐—ฏ๐—น๐—ถ๐—ป๐—ฑ ๐˜€๐—ฝ๐—ผ๐˜ ๐—ถ๐—ป ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ฅ๐—”๐—š ๐—ฝ๐—ถ๐—ฝ๐—ฒ๐—น๐—ถ๐—ป๐—ฒ: ๐—ถ๐˜ ๐˜๐—ฟ๐—ฒ๐—ฎ๐˜๐˜€ ๐˜€๐—ถ๐—บ๐—ถ๐—น๐—ฎ๐—ฟ๐—ถ๐˜๐˜† ๐—ฎ๐˜€ ๐—ฟ๐—ฒ๐—น๐—ฒ๐˜ƒ๐—ฎ๐—ป๐—ฐ๐—ฒ, ๐—ฎ๐—ป๐—ฑ ๐—ต๐—ฎ๐—ป๐—ฑ๐˜€ ๐—ฏ๐—ฎ๐—ฐ๐—ธ ๐—ฟ๐—ฒ๐˜€โ€ฆ