EverMind

Meet EverOS Cloud. 💛 Your agent shouldn’t have to start from scratch every time a conversation ends. The preferences a user shared. The decisions made during a project. The approach that worked on a previous task. That context should be available when it matters again. EverOS Cloud gives your agents persistent memory through an API: • Remember users and retrieve relevant context across sessions • Turn task experience into Cases and reusable Skill memories • Bring conversations, images, and documents into your memory workflow You build the agent experience. We handle the memory infrastructure, so you can spend less time maintaining the stack and more time making your product useful. Subscribe to EverOS Cloud Pro and get 3× the standard Pro usage allowance for 6 months. Start here: everos.evermind.ai

Thanks for having us at @RokidGlobal Jungle 2026! On stage, Gary introduced a fitness companion we worked on with Rokid and Fun Pizza, powered by EverMind’s memory. It remembers your habits and workout patterns, so it can offer proactive guidance that’s personal to you, before, during, and after exercise. The more you use it, the better it knows you.

EverOS: Putting the Pieces Together to Find Loved Ones A face, a place, a small detail someone still remembers. When you’re searching for a loved one, those fragments can mean so much. ReUnite is a nonprofit project built with EverOS and an award-winning use case from the Memory Genesis competition 2026. It brings scattered pieces of memory together to help people search for their loved ones. We’re deeply moved by what this team is building. Seeing our community use EverOS for something so human means a great deal to us.

EverOS v1.5.1 is here. A small open-source update for a frustrating problem: memory searches queuing up under load. We increased the default query-embedding concurrency from 4 to 16, giving hybrid and vector search more room to handle concurrent requests. In our five-minute test with 10,020 indexed entries at 10 requests per second: • p95 latency dropped from 101s to 1.45s • All 3,000 requests were served No migration needed, just upgrade. If your embedding endpoint has tight rate limits, tune the concurrency to match. Prefer to build without managing the infrastructure? EverOS Cloud brings managed memory to your existing agent workflows. Save useful context after a task, retrieve it before the next, and give your agents access to user preferences, business knowledge, and past experience through APIs. Start with one recurring workflow and let useful context accumulate across runs. Subscribe to EverOS Cloud Pro now and get 3× the standard monthly usage for your first 3 months. Cloud: everos.evermind.ai

Agent Memory: An AI Companion That Reaches Out First You mention your coffee preference once. In a later conversation, she remembers. OpenHer shows how memory can make an AI companion feel more familiar over time. In this demo, Iris remembers “black, no sugar” and sends a morning message without waiting for you to start the conversation. EverOS provides the long-term memory behind those remembered details. OpenHer combines that history with its own personality and proactive messaging systems, so conversations can develop beyond the first introduction. OpenHer is one example of what you can build with EverOS. Bring persistent memory to your own application with EverOS Cloud. EverOS Pro users get 3X usage for 6 months. everos.evermind.ai

Agent Memory: Your Team’s Experience, Put to Work Your agent can search the company handbook. Can it also remember what worked on the last support ticket? Consider a request: “Refund this customer and close the ticket.” Getting it right takes more than finding a document: User Memory captures working preferences: the support lead wants refunds over $500 flagged for review and a short summary afterward. Agent Memory brings back relevant experience from previous tasks. Recorded Cases can help inform the next run, while reusable Skills capture approaches that have worked repeatedly. The Knowledge Base provides the business reference: refund windows, approval limits, and account ownership. With EverOS Cloud, we’re bringing these together so teams can give agents relevant context before a task and save useful experience afterward, through APIs that fit into existing workflows. Start with one recurring task. Give your agent something to build on next time. Subscribe to EverOS Cloud Pro now and get 3× the standard monthly usage for your first 3 months. everos.evermind.ai

Agent Memory: A Real-World Use Case on Rokid AI Glasses Your next conversation with your AI glasses shouldn’t start from zero. A community builder has brought EverOS Cloud to @RokidGlobal glasses, giving a wearable assistant a memory that carries across conversations. As you use it, saved details and preferences can help it respond with more relevant context, without making you explain everything again. We love seeing our community bring long-term memory into everyday life, on devices you can actually wear. Build something of your own. Subscribe to EverOS Cloud Pro now and get 3× the standard monthly usage for your first 6 months. everos.evermind.ai

Made it 💛 nitter.cf/i/trending/21124051532…

Some guide. Some build. Some create. Some spread the word. Together, you keep our open-source projects moving forward. To our advisors, builders, creators, and evangelists. Thank you for being part of the EverMind Open-Source Ambassador community. Your time, ideas, and contributions mean a lot to us. 💛 @li9292 @Tz_2022 @xiqingongzi @hylarucoder @OipsAnthony @yinmin1987 @t20000622yy @Av1dlive

EverOS open-source v1.4.2 is here. This release tackles problems that show up when memory servers keep running: • Fixed a file-descriptor leak in long-lived indexes • Separated query embeddings from background writes, so searches don’t queue behind ingestion • Fixed cross-project index overwrites, your Markdown memories were never affected Upgrade: pip install --upgrade everos Check the release notes before upgrading: Milvus and certain multi-project deployments require an index rebuild. Prefer managed memory infrastructure? Build with EverOS Cloud. evermind.ai/everos

Your agent finished the task. What should it keep for next time? Not just the conversation, the approach that worked. EverOS captures task execution as Cases and consolidates recurring successful approaches into reusable Skill memories. Agents can retrieve those procedures when a similar task comes up. Memory for what happened. Skills for how to do it again. Build with EverOS Cloud. We handle the memory infrastructure, you focus on your agent. everos.evermind.ai

Trying a new personal agent is exciting. Uploading the same documents and explaining your work all over again is less exciting. Over time, your agent picks up the small things: how you like things written, what your project is about, which decisions you’ve already made. Moving that context elsewhere takes work, and some of it gets lost along the way. With EverOS, we’re giving that context a place to grow across supported agents. Save your conversations, documents, and useful knowledge, then connect your agents to the same memory source. We recently shared how to connect EverOS to Muse. You can start building your own memory today and keep adding to it as your work evolves. Sign up for free: everos.evermind.ai

In case you missed it: EverOS open-source v1.4.1 The 1.4 series brings native Windows support, faster memory retrieval, and more reliable indexing. The v1.4.1 patch fixes a dependency issue affecting fresh installs. Building an agent that needs to remember users, retrieve past context, and reuse lessons from previous tasks? EverOS Cloud provides managed memory through an API, with support for conversations, images, and documents. We handle the memory infrastructure so you can focus on your product. Start building for free: everos.evermind.ai/