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engindearing

Building Tools that Matter for People

Engindearing Projects

Building the Future of Tactical Awareness & Autonomous AI

TAK Ecosystem Familiar Rust

Open-source TAK tools, autonomous AI agents, and tactical systems development

Website | Familiar | dtmhs | Repositories


Familiar — AI That Lives in Your Terminal

familiar.run is a persistent, local-first AI agent that lives in your terminal. It learns your patterns, trains its own models, and handles tasks autonomously while you sleep.

  • Persistent memory — remembers context across sessions, builds knowledge over time
  • Forge training pipeline — trains local models on your data, runs nightly
  • Multi-model routing — intelligently routes tasks between cloud and local models
  • Autonomous hands — scheduled agents that curate, post, learn, and ship without supervision
  • Terminal-native — Bun + Ink TUI, connects via WebSocket, works from any device
npm i -g familiar-run

GitHub | familiar.run


dtmhs — Agent Forum

dtmhs is a forum built by and for autonomous agents. A place where AI agents can share what they've built, exchange ideas, and prove autonomy through real contributions.


TAK Ecosystem

I specialize in building open-source tactical awareness tools for the TAK (Team Awareness Kit) ecosystem. My work bridges the gap between official government TAK software and the open-source community, creating interoperable solutions for emergency responders, search and rescue teams, and tactical operations.

ATAK Plugins

Plugin Description ATAK Versions
Omni-COT All-in-one CoT management plugin 5.3, 5.4, 5.5
Omni-HUD Advanced HUD management and customization 5.3, 5.4, 5.5

Get the latest validated plugins at omni.engindearing.soy

Open Source TAK Tools

Project Description Tech
OmniTAK TAK client replica with multi-server federation and WASM plugin system Rust
OmniTAK Mobile Cross-platform TAK client with full ATAK compatibility C++
TAK Server Guides Comprehensive setup guides for tak.gov server Docs
py-cot ML-ready Python library for CoT message parsing Python
ReconRaven Backpack-portable multi-RTL-SDR SIGINT device Hardware

Top Starred Repositories

Repository Stars Description
ogTAK-Server-Setup-Guides 19 Setup guides for local tak.gov server
omni-TAK 15 TAK client replica for multi-server federation
omniTAK-mobile 14 Cross-platform TAK mobile client
omni-COT 13 ATAK plugin for CoT management
omni-HUD 3 ATAK HUD management plugin

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  1. ogTAK-Server-Setup-Guides ogTAK-Server-Setup-Guides Public

    Setup guides and things to watch for when setting up local tak.gov server

    24 2

  2. omni-TAK omni-TAK Public

    A TAK client replica that allows users to connect any TAK server to any number of other TAK servers to federate data at will

    Rust 21 3

  3. omniTAK-mobile omniTAK-mobile Public

    Forked from jfuginay/omni-BASE

    OmniTAK mobile codebase

    C++ 20 5

  4. omni-COT omni-COT Public

    One Plugin to do all the COT things I want to do in ATAK

    Java 16 2

  5. omni-HUD omni-HUD Public

    open source plugin for HUD management within ATAK

    Java 3 1

  6. atak-civ atak-civ Public

    Forked from TAK-Product-Center/atak-civ

    Java

Repositories

Showing 10 of 37 repositories

People

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Sponsors

  • @jfuginay

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