Dev Update #2 for smista․ai is out.

This dev update follows our second milestone, which was about building smista-storage, the crate that gives user sessions a proper home.

An #AI session is not just a chat history: it is a graph of messages, routing decisions, tool calls, approvals, plans, diffs, and much more.

That made the choice of database more interesting than usual.

We have to be able to run locally, by embedding the engine, without asking users to spin up local services.
But we also have to be ready for a future SaaS version in which the database is deployed on a dedicated cluster.

That's why we opted for SurrealDB: embedded inside the #Rust router, runs in memory for unit tests, and standalone for SaaS architectures.

Once again, focusing on our core principle: Local-first, but not local-only.

Read the full update: https://smista.ai/blog/dev-update-2-local-first-storage-for-ai-sessions

#rustlang #ai #llm #opensource #localfirst #devtools #surrealdb

Dev Update #2 - Local-first storage for AI sessions

An AI session is not just a chat history. It is a chain of messages, routing decisions, tool calls, approvals, plans, diffs, traces, and eventually cost

🌘 SurrealDB 3.x 數據解析:效能基準測試報告
➤ 從硬體配置到架構重構:SurrealDB 如何在真實生產環境下打破效能瓶頸
https://surrealdb.com/blog/surrealdb-3-x-by-the-numbers
本文深入探討了 SurrealDB 3.x 的效能表現。為確保公平與客觀,開發團隊在單一高效能硬體環境下,針對各類資料庫執行了嚴謹的基準測試。與過往測試不同,本次所有資料庫均開啟了完整的硬碟持久性配置(fsync),確保測試結果能反映真實生產環境。結果顯示,SurrealDB 透過架構重組與效能優化,在 CRUD 操作、全表掃描及索引查詢上均有顯著進步,尤其在寫入吞吐量方面,表現已超越 Postgres 與 Neo4j 等主流資料庫。
+ 終於看到一個敢於在開啟 fsync 持久性配置下進行基準測試的廠商了,這數據看起來比那些純記憶體的華麗數字更有參考價值。
+ 對於 SurrealDB 3.x 在全表掃描速度上的巨大飛躍感到驚訝,消除逐行解碼(per-row decoding)
#資料庫技術 #效能基準測試 #SurrealDB
SurrealDB 3.x by the numbers | Blog | SurrealDB

Fresh SurrealDB 3.x benchmarks: 141k ops/s CRUD, scans 164× faster than 2.x, and head-to-head numbers vs. Postgres, Mongo, Neo4j, and Redis.

SurrealDB
In a world where #databases are as common as cat memes, 🤪 someone thought it would be hilarious to benchmark the mythical #SurrealDB against actual databases like #Postgres and Mongo. 😂 Spoiler: it's like comparing #unicorns to horses—glittery but not very practical. 🦄✨
https://surrealdb.com/blog/surrealdb-3-x-by-the-numbers #MongoDB #benchmarks #humor #HackerNews #ngated
SurrealDB 3.x by the numbers | Blog | SurrealDB

Fresh SurrealDB 3.x benchmarks: 141k ops/s CRUD, scans 164× faster than 2.x, and head-to-head numbers vs. Postgres, Mongo, Neo4j, and Redis.

SurrealDB
SurrealDB 3.x by the numbers | Blog | SurrealDB

Fresh SurrealDB 3.x benchmarks: 141k ops/s CRUD, scans 164× faster than 2.x, and head-to-head numbers vs. Postgres, Mongo, Neo4j, and Redis.

SurrealDB

SurrealDB 3.0 now packs agent memory, business logic, and multimodal data into a single Rust‑powered engine. It blends graph queries, vector search and retrieval‑augmented generation, letting AI agents store context and act without juggling separate stores. Dive into the details and see how this open‑source DB could reshape your stack. #SurrealDB #RetrievalAugmentedGeneration #VectorSearch #MultiModalData

🔗 https://aidailypost.com/news/surrealdb-30-stores-agent-memory-business-logic-multimodal-data-one-db

SurrealDB si sta evolvendo: promette passi avanti, ma serve trasparenza su prestazioni e costi. L'innovazione è utile solo se guidata dai dati e dalla fiducia. #SurrealDB #DBMS #tech

📢 SurrealDB just dropped a new blog post using Ratatui! 🐁

⚡ Hybrid vector + Text Search in the terminal

🔍 Fetch Wikipedia articles, link them, run full-text or vector search

➡️ Read it here: https://surrealdb.com/blog/hybrid-vector-text-search-in-the-terminal-with-surrealdb-and-ratatui

#rustlang #ratatui #surrealdb #tui #blog

🎧 New on the AWS Developers Podcast:

Discover how SurrealDB blends performance, scalability & multi-model magic for cloud-native apps.
Open source, Rust-built, and real-time ready!

Listen here and in your podcast apps

https://developers.podcast.go-aws.com/web/episodes/166/index.html

#AWS #SurrealDB #opensource

The AWS Developers Podcast

If you're a developer, #SurrealDB might be the ultimate prototyping tool for your data. Check out my latest blog post on using SurrealDB with Node.js and Fastify! #sql #nosql #nodejs #fastify https://reverentgeek.com/meet-surrealdb-nodejs/
Meet SurrealDB: The Multi-Tool Database Your Node.js App Needs – ReverentGeek

Do you have a need for relational and non-relational data in the same app? You should check out SurrealDB! Here's how to build a basic CRUD API using Node.js and Fastify.

ReverentGeek

🚀 NEW on We ❤️ Open Source 🚀

What’s a multimodal database? How does it simplify complex data queries? 🤔 Tobie Morgan Hitchcock, CEO of SurrealDB, discusses how open source databases are evolving—plus insights on AI, "daytime travel," and best practices for devs.

📺 Watch now: https://www.youtube.com/watch?v=yHKN40Lt9hc

#WeLoveOpenSource #SurrealDB #AI #Databases #OpenSource

How SurrealDB simplifies database management #AI #multimodal | Tobie Morgan Hitchcock

YouTube