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Milvus

@milvusio

The most widely adopted open source vector database for #AI #OpenSource #VectorSearch
๐Ÿ’ฌDiscord: milvus.io/discord
๐Ÿ”—Find us: linktr.ee/Milvusio

ID: 1183919306892959744

linkhttp://milvus.io calendar_today15-10-2019 01:35:52

2,2K Tweet

4,4K Followers

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๐Ÿ’ฐ ๐˜๐จ๐ฎ๐ซ ๐ฏ๐ž๐œ๐ญ๐จ๐ซ ๐ฌ๐ž๐š๐ซ๐œ๐ก ๐›๐ข๐ฅ๐ฅ ๐ข๐ฌ ๐ฉ๐ซ๐จ๐›๐š๐›๐ฅ๐ฒ ๐ฐ๐š๐ฒ ๐ก๐ข๐ ๐ก๐ž๐ซ ๐ญ๐ก๐š๐ง ๐ข๐ญ ๐ง๐ž๐ž๐๐ฌ ๐ญ๐จ ๐›๐ž. The problem: In multi-tenant apps, you're keeping inactive tenant data in expensive hot storage "just in case" they need it. Most of the time, they don't.

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Thrilled to see Milvus powering real-world AI in healthcare with TrialHub. Their 250M+ vector RAG system is a perfect example of what scalable, production-ready vector search can unlock. Looking forward to supporting more innovators bringing AI to life sciences!

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Last week, a conversation with one of our clients caught us off guard โ€” โ€œ๐ˆ๐Ÿ ๐ฐ๐ž ๐ก๐š๐ ๐ค๐ง๐จ๐ฐ๐ง ๐™๐ข๐ฅ๐ฅ๐ข๐ณ ๐›๐ž๐ก๐ข๐ง๐ ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ, ๐ฐ๐ž ๐œ๐จ๐ฎ๐ฅ๐โ€™๐ฏ๐ž ๐ฌ๐š๐ฏ๐ž๐ ๐ฌ๐จ ๐ฆ๐ฎ๐œ๐ก ๐ญ๐ข๐ฆ๐ž ๐จ๐ง ๐๐ž๐ฉ๐ฅ๐จ๐ฒ๐ฆ๐ž๐ง๐ญ ๐š๐ง๐ ๐ฆ๐š๐ข๐ง๐ญ๐ž๐ง๐š๐ง๐œ๐ž.โ€ Wait, Milvus has 35K+

Last week, a conversation with one of our clients caught us off guard โ€” โ€œ๐ˆ๐Ÿ ๐ฐ๐ž ๐ก๐š๐ ๐ค๐ง๐จ๐ฐ๐ง ๐™๐ข๐ฅ๐ฅ๐ข๐ณ ๐›๐ž๐ก๐ข๐ง๐ ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ, ๐ฐ๐ž ๐œ๐จ๐ฎ๐ฅ๐โ€™๐ฏ๐ž ๐ฌ๐š๐ฏ๐ž๐ ๐ฌ๐จ ๐ฆ๐ฎ๐œ๐ก ๐ญ๐ข๐ฆ๐ž ๐จ๐ง ๐๐ž๐ฉ๐ฅ๐จ๐ฒ๐ฆ๐ž๐ง๐ญ ๐š๐ง๐ ๐ฆ๐š๐ข๐ง๐ญ๐ž๐ง๐š๐ง๐œ๐ž.โ€

Wait, Milvus has 35K+
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RAGโ€™s value in taming LLM hallucinations is undeniableโ€”by dynamically grounding responses in external knowledge, it forces models to 'ask before answering.' But with a flood of RAG variants emerging, how do you choose the right one for your production stack? We dissected 8

RAGโ€™s value in taming LLM hallucinations is undeniableโ€”by dynamically grounding responses in external knowledge, it forces models to 'ask before answering.'

But with a flood of RAG variants emerging, how do you choose the right one for your production stack?

We dissected 8
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๐Ÿค” Funny thing happened during our team discussion today: everyone started venting about existing RAG systems... That got us thinking about innovations that actually solve real problems. We've been diving deep into three RAG papers that genuinely impressed us: ๐ŸŽฅ

๐Ÿค” Funny thing happened during our team discussion today: everyone started venting about existing RAG systems...

That got us thinking about innovations that actually solve real problems. We've been diving deep into three RAG papers that genuinely impressed us:

๐ŸŽฅ
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๐Ÿ‘ฉ๐Ÿ’ปโœจ Happy ๐–๐จ๐ฆ๐ž๐ง ๐ข๐ง ๐„๐ง๐ ๐ข๐ง๐ž๐ž๐ซ๐ข๐ง๐  ๐ƒ๐š๐ฒ from Milvus Community! This International Womenโ€™s Day, we celebrate the women leading engineering and AI innovationโ€”and inspiring the next generation of technical builders.

๐Ÿ‘ฉ๐Ÿ’ปโœจ Happy ๐–๐จ๐ฆ๐ž๐ง ๐ข๐ง ๐„๐ง๐ ๐ข๐ง๐ž๐ž๐ซ๐ข๐ง๐  ๐ƒ๐š๐ฒ from Milvus Community!

This International Womenโ€™s Day, we celebrate the women leading engineering and AI innovationโ€”and inspiring the next generation of technical builders.
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๐Ÿ” OpenTelemetry ๐ข๐ง๐ญ๐ž๐ ๐ซ๐š๐ญ๐ž๐ ๐ฐ๐ข๐ญ๐ก ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ! In any production workload, observability is crucial for performance optimization. The same applies to AI applications. With OpenTelemetry integrated into Milvus, you can now achieve end-to-end request tracing for

๐Ÿ” <a href="/opentelemetry/">OpenTelemetry</a> ๐ข๐ง๐ญ๐ž๐ ๐ซ๐š๐ญ๐ž๐ ๐ฐ๐ข๐ญ๐ก ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ!

In any production workload, observability is crucial for performance optimization. The same applies to AI applications. With OpenTelemetry integrated into Milvus, you can now achieve end-to-end request tracing for
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๐•๐ข๐›๐ž ๐‚๐จ๐๐ข๐ง๐  is transforming software development by making it more intuitive. However, it remains a challenge to ensure correctness of AI-generated code. ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ ๐Œ๐‚๐ ๐›๐ซ๐ข๐๐ ๐ž๐ฌ ๐ญ๐ก๐ž ๐ ๐š๐ฉ ๐›๐ฒ ๐ž๐ง๐ก๐š๐ง๐œ๐ข๐ง๐  ๐œ๐จ๐๐ž ๐ ๐ž๐ง๐ž๐ซ๐š๐ญ๐ข๐จ๐ง ๐ฐ๐ข๐ญ๐ก

๐•๐ข๐›๐ž ๐‚๐จ๐๐ข๐ง๐  is transforming software development by making it more intuitive. However, it remains a challenge to ensure correctness of AI-generated code.

๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ ๐Œ๐‚๐ ๐›๐ซ๐ข๐๐ ๐ž๐ฌ ๐ญ๐ก๐ž ๐ ๐š๐ฉ ๐›๐ฒ ๐ž๐ง๐ก๐š๐ง๐œ๐ข๐ง๐  ๐œ๐จ๐๐ž ๐ ๐ž๐ง๐ž๐ซ๐š๐ญ๐ข๐จ๐ง ๐ฐ๐ข๐ญ๐ก
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๐„๐ฏ๐ž๐ซ ๐ง๐จ๐ญ๐ข๐œ๐ž ๐ก๐จ๐ฐ ๐ž๐ฏ๐ž๐ซ๐ฒ ๐™๐จ๐จ๐ฆ ๐œ๐š๐ฅ๐ฅ ๐ง๐จ๐ฐ ๐ฌ๐ญ๐š๐ซ๐ญ๐ฌ ๐ฐ๐ข๐ญ๐ก ๐š๐ง ๐€๐ˆ ๐ง๐จ๐ญ๐ž๐ญ๐š๐ค๐ž๐ซ ๐ฌ๐ข๐ฅ๐ž๐ง๐ญ๐ฅ๐ฒ ๐ฃ๐จ๐ข๐ง๐ข๐ง๐  ๐ญ๐ก๐ž ๐ฆ๐ž๐ž๐ญ๐ข๐ง๐ ? Thatโ€™s not a coincidence. Itโ€™s ๐‘๐ž๐š๐ ๐€๐ˆ, and theyโ€™re everywhere. Their real-time, context-aware

๐„๐ฏ๐ž๐ซ ๐ง๐จ๐ญ๐ข๐œ๐ž ๐ก๐จ๐ฐ ๐ž๐ฏ๐ž๐ซ๐ฒ ๐™๐จ๐จ๐ฆ ๐œ๐š๐ฅ๐ฅ ๐ง๐จ๐ฐ ๐ฌ๐ญ๐š๐ซ๐ญ๐ฌ ๐ฐ๐ข๐ญ๐ก ๐š๐ง ๐€๐ˆ ๐ง๐จ๐ญ๐ž๐ญ๐š๐ค๐ž๐ซ ๐ฌ๐ข๐ฅ๐ž๐ง๐ญ๐ฅ๐ฒ ๐ฃ๐จ๐ข๐ง๐ข๐ง๐  ๐ญ๐ก๐ž ๐ฆ๐ž๐ž๐ญ๐ข๐ง๐ ?

Thatโ€™s not a coincidence.
Itโ€™s ๐‘๐ž๐š๐ ๐€๐ˆ, and theyโ€™re everywhere.

Their real-time, context-aware
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โšก ๐‚๐จ๐ฅ๐ฉ๐š๐ฅ๐ข makes you move from "what you extract is what you can search" to "what you see is what you can search." Extracting information from PDFs is challenging due to their diverse components: text, images, tables, and other elements. To retrieve information, the

โšก ๐‚๐จ๐ฅ๐ฉ๐š๐ฅ๐ข makes you move from "what you extract is what you can search" to "what you see is what you can search."

Extracting information from PDFs is challenging due to their diverse components: text, images, tables, and other elements.
To retrieve information, the
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๐€ ๐”๐ฌ๐ž๐ซ'๐ฌ ๐‰๐จ๐ฎ๐ซ๐ง๐ž๐ฒ ๐’๐ฐ๐ข๐ญ๐œ๐ก๐ข๐ง๐  ๐ญ๐จ ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ๐ŸŒŸ As builders of an open-source product, nothing excites us more than hearing positive feedback from our users. We often come across various user stories and discussions on forums like Reddit. A user has

๐€ ๐”๐ฌ๐ž๐ซ'๐ฌ ๐‰๐จ๐ฎ๐ซ๐ง๐ž๐ฒ ๐’๐ฐ๐ข๐ญ๐œ๐ก๐ข๐ง๐  ๐ญ๐จ ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ๐ŸŒŸ

As builders of an open-source product, nothing excites us more than hearing positive feedback from our users. We often come across various user stories and discussions on forums like Reddit.

A user has
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At Zilliz, we didnโ€™t take shortcuts when building for billion-scale vector search โ€” we leaned into hard engineering trade-offs to give you real cost and performance wins. In last week's Amazon Web Services Amazon Web Services (AWS) GenAI livestream, Jiang Chen from Zilliz broke down why

At Zilliz, we didnโ€™t take shortcuts when building for billion-scale vector search โ€” we leaned into hard engineering trade-offs to give you real cost and performance wins.

In last week's <a href="/awscloud/">Amazon Web Services</a> Amazon Web Services (AWS) GenAI livestream, Jiang Chen from Zilliz broke down why
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๐Ÿš€ Both Gemini CLI (by Google) and Claude Code (by Anthropic) are cutting-edge terminal-based AI assistants designed to supercharge your workflow. Hereโ€™s how they stack up: ๐Ÿ” ๐‚๐จ๐ง๐ญ๐ž๐ฑ๐ญ ๐‹๐ž๐ง๐ ๐ญ๐ก: Gemini: 1M tokens, ideal for long tasks. Claude: 200K tokens. ๐Ÿ’ฐ

๐Ÿš€ Both Gemini CLI (by Google) and Claude Code (by Anthropic) are cutting-edge terminal-based AI assistants designed to supercharge your workflow. Hereโ€™s how they stack up:
๐Ÿ” ๐‚๐จ๐ง๐ญ๐ž๐ฑ๐ญ ๐‹๐ž๐ง๐ ๐ญ๐ก:
Gemini: 1M tokens, ideal for long tasks. 
Claude: 200K tokens.

๐Ÿ’ฐ
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๐Ÿ”ฅTwo innovative RAG approaches demonstrate that bigger models arenโ€™t the only resolution to better answer quality ๐”๐‘๐€๐† (๐”๐ง๐ข๐Ÿ๐ข๐ž๐ ๐‘๐€๐†) - The Practical Solution ๐ŸŽ“ ๐๐ซ๐จ๐›๐ฅ๐ž๐ฆ: Hallucinations in high-stakes university admission chatbots ๐ˆ๐ง๐ง๐จ๐ฏ๐š๐ญ๐ข๐จ๐ง:

๐Ÿ”ฅTwo innovative RAG approaches demonstrate that bigger models arenโ€™t the only resolution to better answer quality

๐”๐‘๐€๐† (๐”๐ง๐ข๐Ÿ๐ข๐ž๐ ๐‘๐€๐†) - The Practical Solution ๐ŸŽ“
๐๐ซ๐จ๐›๐ฅ๐ž๐ฆ: Hallucinations in high-stakes university admission chatbots
๐ˆ๐ง๐ง๐จ๐ฏ๐š๐ญ๐ข๐จ๐ง:
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๐Ÿ‡ฏ๐Ÿ‡ต ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ ๐‰๐š๐ฉ๐š๐งโ€™๐ฌ ๐…๐ข๐ซ๐ฌ๐ญ-๐„๐ฏ๐ž๐ซ ๐Œ๐ž๐ž๐ญ๐ฎ๐ฉ ๐ข๐ฌ ๐š๐ซ๐จ๐ฎ๐ง๐ ๐ญ๐ก๐ž ๐œ๐จ๐ฎ๐ซ๐ง๐ž๐ซ โ€” ๐‰๐ฎ๐ฅ๐ฒ ๐Ÿ“ ๐ข๐ง ๐“๐จ๐ค๐ฒ๐จ! Whether youโ€™re building RAG pipelines, semantic search, or your own AI agent stack, this is the perfect place to exchange ideas and get inspired

๐Ÿ‡ฏ๐Ÿ‡ต ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ ๐‰๐š๐ฉ๐š๐งโ€™๐ฌ ๐…๐ข๐ซ๐ฌ๐ญ-๐„๐ฏ๐ž๐ซ ๐Œ๐ž๐ž๐ญ๐ฎ๐ฉ ๐ข๐ฌ ๐š๐ซ๐จ๐ฎ๐ง๐ ๐ญ๐ก๐ž ๐œ๐จ๐ฎ๐ซ๐ง๐ž๐ซ โ€” ๐‰๐ฎ๐ฅ๐ฒ ๐Ÿ“ ๐ข๐ง ๐“๐จ๐ค๐ฒ๐จ!
Whether youโ€™re building RAG pipelines, semantic search, or your own AI agent stack, this is the perfect place to exchange ideas and get inspired
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Over the past few years, we've been building one thing: ๐€๐ง ๐ž๐ง๐ญ๐ž๐ซ๐ฉ๐ซ๐ข๐ฌ๐ž-๐ ๐ซ๐š๐๐ž ๐ฏ๐ž๐œ๐ญ๐จ๐ซ ๐๐š๐ญ๐š๐›๐š๐ฌ๐ž ๐Ÿ๐จ๐ซ ๐ญ๐ก๐ž ๐€๐ˆ ๐ž๐ซ๐š. This June, Milvus hit a major milestone โ€” ๐Ÿ‘๐Ÿ“,๐ŸŽ๐ŸŽ๐ŸŽ+ ๐†๐ข๐ญ๐‡๐ฎ๐› ๐ฌ๐ญ๐š๐ซ๐ฌ โญ๏ธ. Thank you to our incredible users and

Over the past few years, we've been building one thing: ๐€๐ง ๐ž๐ง๐ญ๐ž๐ซ๐ฉ๐ซ๐ข๐ฌ๐ž-๐ ๐ซ๐š๐๐ž ๐ฏ๐ž๐œ๐ญ๐จ๐ซ ๐๐š๐ญ๐š๐›๐š๐ฌ๐ž ๐Ÿ๐จ๐ซ ๐ญ๐ก๐ž ๐€๐ˆ ๐ž๐ซ๐š.

This June, Milvus hit a major milestone โ€” ๐Ÿ‘๐Ÿ“,๐ŸŽ๐ŸŽ๐ŸŽ+ ๐†๐ข๐ญ๐‡๐ฎ๐› ๐ฌ๐ญ๐š๐ซ๐ฌ โญ๏ธ. Thank you to our incredible users and
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๐Ÿค” Curious about whatโ€™s new in ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ ๐Ÿ.๐Ÿ”? You could read through the full docs. Or... ๐ฃ๐ฎ๐ฌ๐ญ ๐š๐ฌ๐ค. ๐Ÿš€ Try the ๐€๐ฌ๐ค ๐€๐ˆ tool on the Milvus docs site. Ask us anything, like: โ€ข โ€œ๐‘พ๐’‰๐’‚๐’•โ€™๐’” ๐’๐’†๐’˜ ๐’Š๐’ ๐‘ด๐’Š๐’๐’—๐’–๐’” 2.6?โ€ โ€ข โ€œ๐‘จ๐’“๐’† ๐’•๐’‰๐’†๐’“๐’†

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๐‡๐š๐ง๐๐ฌ-๐จ๐ง ๐ญ๐ฎ๐ญ๐จ๐ซ๐ข๐š๐ฅ: ๐๐ฎ๐ข๐ฅ๐๐ข๐ง๐  ๐š ๐๐ซ๐จ๐๐ฎ๐œ๐ญ๐ข๐จ๐ง-๐‘๐ž๐š๐๐ฒ ๐€๐ˆ ๐€๐ฌ๐ฌ๐ข๐ฌ๐ญ๐š๐ง๐ญ ๐ฐ๐ข๐ญ๐ก ๐’๐ฉ๐ซ๐ข๐ง๐  ๐๐จ๐จ๐ญ + ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ + ๐Ž๐ฅ๐ฅ๐š๐ฆ๐š How to construct an enterprise-level knowledge base enabling rapid retrieval of accurate information from

๐‡๐š๐ง๐๐ฌ-๐จ๐ง ๐ญ๐ฎ๐ญ๐จ๐ซ๐ข๐š๐ฅ: ๐๐ฎ๐ข๐ฅ๐๐ข๐ง๐  ๐š ๐๐ซ๐จ๐๐ฎ๐œ๐ญ๐ข๐จ๐ง-๐‘๐ž๐š๐๐ฒ ๐€๐ˆ ๐€๐ฌ๐ฌ๐ข๐ฌ๐ญ๐š๐ง๐ญ ๐ฐ๐ข๐ญ๐ก ๐’๐ฉ๐ซ๐ข๐ง๐  ๐๐จ๐จ๐ญ + ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ + ๐Ž๐ฅ๐ฅ๐š๐ฆ๐š

How to construct an enterprise-level knowledge base enabling rapid retrieval of accurate information from
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๐Ÿ‡ฏ๐Ÿ‡ต ๐“๐จ๐๐š๐ฒ, ๐ฐ๐ž ๐ฌ๐ฎ๐œ๐œ๐ž๐ฌ๐ฌ๐Ÿ๐ฎ๐ฅ๐ฅ๐ฒ ๐ก๐จ๐ฌ๐ญ ๐จ๐ฎ๐ซ ๐Ÿ๐ข๐ซ๐ฌ๐ญ-๐ž๐ฏ๐ž๐ซ ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ ๐”๐ง๐ฌ๐ญ๐ซ๐ฎ๐œ๐ญ๐ฎ๐ซ๐ž๐ ๐Œ๐ž๐ž๐ญ๐ฎ๐ฉ ๐ข๐ง ๐“๐จ๐ค๐ฒ๐จ! ๐ŸŒŸ The event was incredibly popular and had an amazing turnout! ๐“๐‡๐€๐๐Š ๐˜๐Ž๐” ๐€๐‹๐‹ to the ML/AI developers who joined us โ€”

๐Ÿ‡ฏ๐Ÿ‡ต ๐“๐จ๐๐š๐ฒ, ๐ฐ๐ž ๐ฌ๐ฎ๐œ๐œ๐ž๐ฌ๐ฌ๐Ÿ๐ฎ๐ฅ๐ฅ๐ฒ ๐ก๐จ๐ฌ๐ญ ๐จ๐ฎ๐ซ ๐Ÿ๐ข๐ซ๐ฌ๐ญ-๐ž๐ฏ๐ž๐ซ ๐Œ๐ข๐ฅ๐ฏ๐ฎ๐ฌ ๐”๐ง๐ฌ๐ญ๐ซ๐ฎ๐œ๐ญ๐ฎ๐ซ๐ž๐ ๐Œ๐ž๐ž๐ญ๐ฎ๐ฉ ๐ข๐ง ๐“๐จ๐ค๐ฒ๐จ! ๐ŸŒŸ
The event was incredibly popular and had an amazing turnout! ๐“๐‡๐€๐๐Š ๐˜๐Ž๐” ๐€๐‹๐‹ to the ML/AI developers who joined us โ€”