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MarkTechPost
MarkTechPost
6/29/2026
Meet EverOS: An Open Source Markdown-First Agent Memory Runtime With Hybrid BM25 + Vector Retrieval and Self-Evolving Skills

Meet EverOS: An Open Source Markdown-First Agent Memory Runtime With Hybrid BM25 + Vector Retrieval and Self-Evolving Skills

Short summary

EverMind open-sourced EverOS, a local-first memory runtime for AI agents storing agent data as Markdown, indexed with SQLite and LanceDB using hybrid BM25+vector retrieval. Supports multimodal ingestion and self-evolving skills under Apache 2.0. Announcement references interactive demos and benchmarks but the provided excerpt is minimal.

  • EverOS is an open-source agent memory runtime storing data as plain Markdown with SQLite and LanceDB indexing
  • Features hybrid BM25+vector retrieval, multimodal ingestion, and self-evolving skills under Apache 2.0 license
  • Released by EverMind with promised code walkthrough and interactive demo, though full technical depth missing from RSS excerpt

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