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    Debuginit

    AI-Smart SaaS + IoT Ecosystem

    AI-native product studio

    Builds tools that compound.

    Focused, outcome-driven products that turn messy work into simple systems.

    Why Debuginit ?

    Focused products. Real outcomes.

    Debuginit builds AI-native tools that turn complex workflows into simple, repeatable systems so individuals and teams can learn faster, execute better, and stay consistent.

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    Solutions by Debuginit

    Built for real-world problems

    Each product is designed to solve one clear job turning complexity into a simple system you can use daily.

    Revision By Debuginit
    live

    Revision By Debuginit

    • Notes upload and import
    • Trust-first content approval
    • Flashcards and MCQ generation
    Explore Platform
    Intelligent internal tools

    Upgrade how you operate.

    Debuginit builds AI native internal tools that simplify workflows, improve execution, and create measurable progress for individuals and for businesses.

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    Revision By Debuginit

    Practice-first retention engine

    Revision turns your approved notes into daily micro-practice so you remember and use what you learn without rereading.

    SLA Escalations
    AI Draft Replies
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    Revision By Debuginit
    Flagship product
    Live
    Platform highlights

    Built like internal tooling, not a generic app

    Debuginit products are designed to be lightweight, modular, and outcome driven so individuals and businesses get clarity, consistency, and real execution.

    Build in public

    We ship fast, learn faster

    Debuginit builds intelligent internal tools with rapid iterations, clear roadmaps, and transparent progress so outcomes stay real and measurable.

    Roadmap with real deliverables
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    Latest build status
    ship --tool internal --mode production-ready
    8f7a2dfeat: optimize neural engine for edge tpu
    Alex2h ago
    3b9c1efix: websocket reconnection logic
    Sarah4h ago
    9d4f2adocs: update API references v2.1
    Mike6h ago
    e2b1c5chore: bump dependencies
    Bot12h ago
    _
    Product previews

    See what we’re building

    Explore highlights from Debuginit products, including Revision built as intelligent internal tools for retention, execution, and measurable progress.

    View Notes → daily practice
    Notes → daily practice
    01

    Notes → daily practice

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    View Micro-sessions that compound
    Micro-sessions that compound
    02

    Micro-sessions that compound

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    View Measurable improvement
    Measurable improvement
    03

    Measurable improvement

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    debuginit_launcher.exe
    Debuginit OS v4.0.2

    Ready to build an internal tool that fits your workflow?