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@AxDSan

Abdias J

AxDSan
Florida, US

Hello, I'm AxDSan (Abdias J / AJ) ๐Ÿ‘‹

I'm an AI Solutions Engineer, full-stack developer, reverse engineer, and open-source maintainer based in Florida. I build practical, privacy-first tools that ship fast and actually help people, whether that's giving AI agents reliable long-term memory or making church services more accessible.

My work centers on local-first AI systems, agent tooling, and community-focused technology. I care deeply about keeping powerful capabilities in users' hands without cloud lock-in or unnecessary dependencies.

๐Ÿš€ Flagship Project: Mnemosyne

Mnemosyne is the zero-dependency, sub-millisecond AI memory system I created and maintain. It's designed first for Hermes agents but works with any framework (Cursor, Claude Code, OpenWebUI, custom agents, etc.).

Key highlights:

  • Single SQLite database โ€” no external services, no vendor lock-in
  • BEAM architecture: working memory + episodic summaries + temporal knowledge graph with hybrid retrieval (vector + FTS5 + importance weighting)
  • Extremely fast & efficient: sub-millisecond recall, MIB-compressed vectors (32ร— storage reduction), strong benchmarks (98.9% Recall@All@5 on LongMemEval)
  • Full Hermes plugin with 23 tools, MCP server support, Python SDK, and CLI
  • Local-first & private by design โ€” your data never leaves your machine

Repo: github.com/AxDSan/mnemosyne
Docs & site: mnemosyne.site

๐Ÿš€ Other Projects

  • FluxSpeak โ€” AI-powered real-time multilingual sermon transcription, translation, and publishing platform built to make church services accessible in 40+ languages
  • LocalVoiceSync โ€” Privacy-first, fully local speech-to-text tool for Linux desktops (everything stays on your machine)
  • Contributions to Kdenlive (core timeline features in C++/QML) and active work in the Hermes agent ecosystem

๐Ÿ’ป Open Source Philosophy

I believe in shipping fast, keeping things simple and dependency-free, and building tools that developers and communities can actually rely on. I maintain Mnemosyne at a senior-engineer level (bug fixes, architecture improvements, Hermes integrations, documentation, and community support) while also exploring reverse engineering, Windows internals, and systems programming.

Fun fact: I built the core of Mnemosyne from scratch in 24 daysโ€ฆ but I still Google โ€œhow to center a divโ€ sometimes. ๐Ÿ˜„

๐Ÿ“ซ Connect & Support My Work

If Mnemosyne has helped your agents remember across sessions, or if you value independent, privacy-focused open-source work in the AI/agent space, sponsoring helps me dedicate focused time to new features, performance, documentation, and keeping everything free and actively maintained.

Thank you for supporting sustainable open-source development! ๐Ÿš€

1 sponsor has funded AxDSanโ€™s work.

@vampyren

Featured work

  1. AxDSan/mnemosyne

    The Zero-Dependency, Sub-Millisecond AI Memory System for Hermes Agents and Everyone Else!

    Python 996

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