This year has been an interesting one for me. Between contributing to the Rust compiler and Git, joining Super30 3.0 by @kirat_tw, and now starting as a Founding Engineer at @memvidAI less than two months into Super30, I have been fortunate to work on some amazing open source projects. Memvid is a portable, serverless memory layer that gives AI agents persistent memory and fast recall. It's model-agnostic, multimodal, works fully offline, and is being used across a wide range of real-world AI applications. Instead of managing vector databases and complex retrieval infrastructure, Memvid packages your data, embeddings, search structure, and metadata into a single portable file that can be shared, moved, and queried anywhere. @memvidAI isn't limited to text. It also supports multimodal memory, allowing developers to embed and retrieve images alongside text from the same memory file. Even more interesting is the architecture behind it. Rather than drawing inspiration from traditional databases, @memvidAI borrows ideas from video encoding by organizing memory as an append-only sequence of Smart Frames. This enables: - Append-only writes without modifying existing data. - Queries over historical memory states. - Timeline-style inspection of how knowledge evolves. - Crash safety through immutable committed frames. - Efficient compression inspired by video encoding. From long-running AI agents and codebase understanding to enterprise knowledge bases, Memvid makes persistent AI memory simpler to build, deploy, and share. Written in Rust with sdk support for Node.js, Python and Rust, Memvid delivers blazing-fast retrieval with the memory safety and performance Rust is known for. @memvidAI already has 15.8k+ GitHub(github.com/memvid/memvid) stars, and we're just getting started. If you're interested in Rust, AI infrastructure, or AI agents, give Memvid a try and let us know what you build. We're investing heavily in the open-source community with engineering deep dives, contributor spotlights, and a welcoming environment for both new and experienced contributors. Join our Discord(discord.gg/vHvRHhJnHC), share your projects, open an issue, or send a PR, we'd love to build @memvidAI together. Thanks to @its_mohamedomar and @saleban for easy onboarding and @kirat_tw for the referal. Let's build interesting stuffs together with AI. xitter.cf/usman_akinyemi/status/…