Blog
Building in public. Sharing what we learn.
Octobrain 0.6.0: Your AI Finally Remembers What It Read
Octobrain 0.6.0 adds full document reading, regex match across indexed content, streaming query results, and removes the auto_link tool. Here is what changed and how to upgrade.
Octofs: The File Server That Stops Your AI from Breaking Your Code
How we built an MCP filesystem server that catches AI hallucinations before they corrupt your files — with fuzzy matching, hash-based line IDs, atomic writes, and a progressive matching strategy that just works.
Vext 1.1: Voice to Text for Mac — Built for AI Workflows
We built Vext because typing into AI tools is still too slow. Dictate, capture screenshots, paste into Claude or Codex — all local, all private, no subscription. Meet speaker recognition, voice notes, and more.
Octolib: The Rust Library That Powers Every AI Feature We Ship
Octolib is the shared Rust library powering LLM inference, embeddings, and reranking across Octocode, Octomind, and Octobrain. We just open-sourced it.
Octomind Cloud: AI Agents Without the Setup Tax (Prelaunch)
Everyone says "use AI agents." Nobody says how. Octomind Cloud is our managed runtime that lets anyone describe a task in plain words and get a working specialist agent — open-source under the hood, launching June 1, 2026.
Octocode 0.14.0: Structural Search Changes How AI Understands Your Code
AST-powered pattern matching that understands code syntax, not just characters. Built into Octocode — no extra tools, no configuration files, just `octocode grep`.
Octobrain: Long-Term Memory for AI Assistants
AI assistants forget everything when the session ends. Octobrain fixes this with persistent memory that spans sessions, not just fills context windows. Open source, local-first, MCP-native.
Octocode: The Developer Productivity Tool That Replaced grep for Us
A semantic code search engine, MCP tool, and AI-powered developer productivity tool in one Rust binary. How we built it and why we use it every day.
We Are Builders
20 years of shipping software taught us one thing: build what matters, skip the rest. Here's what Muvon actually is — and isn't.