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DeFexNN/README.md
Denys Stadnik / DeFexGG — software engineering, from Windows internals to considered interfaces. Systems. Signal. Surface.

Selected work   /   Engineering stack   /   Field notes   /   Connect ↗

Denys Stadnik

Software engineer · Cybersecurity student · DeFexGG

I build across abstraction layers: Windows kernel research, driver-aware desktop software, technical search infrastructure, and interactive web experiences. Studying Cybersecurity at Khmelnytskyi National University.

The common thread: understanding what happens beneath the interface—and making that complexity useful above it.

C and C++ — driver research C# and .NET — Extera Monitor Python — Orbit TypeScript — FORMA PostgreSQL — Archon-KB

Selected work

01 / SYSTEMS → 02 / TELEMETRY → 03 / RETRIEVAL → 04 / EXPERIENCE → 05 / MOTION

01   Drivers Portfolio

Understand the machine beneath the application.

Drivers Portfolio — original isometric silicon-chip artwork with layered circuitry, illustrating Windows kernel engineering. Conceptual artwork, not a live application screenshot.

A Windows kernel engineering research suite spanning driver communication, memory management, PE loading, and user-mode tooling. The repository includes kernel C sources, a C++ loader, and a manual mapper.

C C++ WDK / MSVC Windows internals

Explore the repository ↗   ·   Kernel source   ·   PE mapper

Companion research → Kernel Spyglass

Observe the technique. Inspect the evidence.

Kernel Spyglass connects a Python/PySide6 analysis interface to a Windows VM through a PowerShell agent. C kernel components explore process visibility, filesystem filtering, callbacks, and integrity monitoring.

The interesting boundary is between kernel events and defensive visibility: driver-level observations become a searchable, source-labeled activity log in the host interface.

C C++ Python PySide6 / QML PowerShell

Defender driver   ·   Host interface   ·   Test sources

Kernel and security projects are research work intended for isolated, explicitly authorized environments.


02   Extera Monitor

Low-level signals. A clear, considered interface.

Extera Monitor — an editorial teal cover framing the actual Avalonia command center screenshot. CPU, GPU, memory, storage, and system telemetry; the application capture is unaltered apart from resizing.

A driver-aware Windows system monitor combining native OS counters, hardware sensors, and a custom kernel telemetry channel. Animated Avalonia views, configurable CPU widgets, a desktop overlay, and SQLite history bring the data into focus.

C# .NET 10 Avalonia C driver WMI SQLite

Explore the repository ↗   ·   Releases   ·   Telemetry services

Engineering detail → startup is a data contract

The boot sequence waits for two consecutive complete telemetry samples, rather than revealing the dashboard after an arbitrary timer. Native counters, sensor availability, and the driver channel determine readiness.

Full kernel telemetry has a documented hardware-support matrix; the repository does not claim universal Windows hardware compatibility.

Read the startup design and supported systems.


03   Archon-KB

Technical search that keeps its sources attached.

A PostgreSQL-backed technical knowledge base and MCP server for systems and reverse-engineering research. Exact identifiers, lexical search, and vector similarity feed reciprocal rank fusion; extracted entities retain document and line-level provenance.

Archon-KB retrieval concept: exact identifier, lexical GIN search, and pgvector similarity feed reciprocal rank fusion, followed by entity context and source evidence. This is an architecture illustration, not a live dashboard.

Python PostgreSQL 17 pgvector / HNSW GIN RRF FastMCP

Explore the repository ↗   ·   Retrieval implementation   ·   MCP server

Engineering detail → preserve structure before retrieval

The ingestion pipeline preserves Markdown heading ancestry, code blocks, and tables. A domain-specific extractor identifies technical entities such as IOCTLs, WMI classes, and native APIs. Evidence includes source paths, heading breadcrumbs, line ranges, and verbatim excerpts.

The goal is useful retrieval with inspectable evidence—not an unsupported promise that an AI system can never hallucinate.

Parser   ·   Entity extractor   ·   Tests


04   FORMA — Facade Studio

Architecture, made interactive.

FORMA's actual homepage: architectural photography, warm ivory, graphite, and oversized editorial typography. Open the live English demo.

A bilingual PL/EN frontend showcase with a real-time Three.js facade configurator, an itemized PLN estimator, and material-led editorial design. Four procedural building models connect design choices to budget exploration.

TypeScript Next.js 16 React 19 Three.js / WebGL GitHub Pages

Open the live experience ↗   ·   3D studio   ·   Source

Fictional architectural brand; conceptual projects and indicative estimates, not completed client work.

Engineering detail → interaction beyond the landing page
  • Connected tools: configurator choices carry through to the estimator.
  • Progressive fallback: a functional, explicitly labeled 2D alternative when WebGL is unavailable.
  • Localization: equivalent Polish and English routes preserve selections.
  • Verification: pricing tests and browser checks cover interaction, responsive layouts, accessibility, and actual WebGL pixel changes.

Verification report   ·   Pricing model


05   Orbit

A small surface with useful depth.

Orbit's actual Windows widgets: compact music capsule, expanded playback controls, and floating lyric companion.

A Windows music island with media-session playback controls, per-player Core Audio volume, synchronized lyrics, and interruptible spring motion. Custom-painted PyQt6 surfaces keep the experience compact and cohesive.

Python PyQt6 Windows SMTC Core Audio LRC lyrics

Explore the repository ↗   ·   Watch the film   ·   Motion tests

Play the motion study → animated preview

Orbit's real widgets in motion, shown with authored offline demo track metadata and lyrics. Click to open the full film.

The showcase uses real application widgets with authored offline demo metadata and lyrics. The waveform is decorative, not audio analysis. Orbit is a source release; no prebuilt application installer is implied.

Engineering stack

Tools in context, not a wall of logos. Each group links to a project using it.

Field notes

More of the workspace → web, automation, and native experiments
  • Instalyzer — Python/Streamlit profile-analysis dashboard with session-isolated jobs and downloadable reports.
  • Jutsu Remote — Android client and host tooling for remote device administration.
  • Helensi Reader — web-based book reader.
  • CTF Site — Astro-based security web project.
  • ImGui Calculator — native calculator with Dear ImGui and embedded font resources.
  • Personal portfolio — React and TypeScript web portfolio.

Browse all public repositories ↗

Connect

Explore the work. Open the source. Start a conversation.

Live work ↗   /   LinkedIn ↗   /   GitHub ↗   /   Extera Project ↗


SYSTEMS / SIGNAL / SURFACE
Build useful software. Understand the systems underneath it.

Pinned Loading

  1. drivers-portfolio drivers-portfolio Public

    Windows kernel engineering research suite focused on driver communication, memory management, PE loading, system internals and low-level telemetry.

    C++ 17 1

  2. kernel-spyglass kernel-spyglass Public

    Windows kernel security research lab focused on telemetry, integrity monitoring, filesystem filtering, process protection and operating system internals.

    C++

  3. extera_system_monitor extera_system_monitor Public

    Animated driver-aware Windows system monitor built with Avalonia, .NET 10, native telemetry, LibreHardwareMonitor, WMI, and SQLite.

    C# 1

  4. jutsu-remote jutsu-remote Public

    Remote administration toolkit — secure cross-platform device management and command execution framework

    HTML 1

  5. forma-facade-studio forma-facade-studio Public

    FORMA — Facade Studio. A bilingual architectural experience with a real-time 3D facade configurator, transparent PLN estimator and cinematic editorial design. Built with Next.js, React and Three.js.

    TypeScript 2