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maya-thorne/README.md

Maya Thorne — Speed · Scale · Security — Linux Kernel & Low-Level Concurrency Maya Thorne Monogram

Architecting Resilient Low-Level Systems, Kernel Modules & High-Throughput Concurrency Primitives.
Speed · Scale · Security — Engineering with clarity and conviction. 🚀 ( •̀ᴗ•́ )و

🇺🇸 English · 🇰🇷 한국어 · 🇨🇳 中文 · 🇪🇸 Español · 🇮🇳 हिन्दी
🇸🇦 العربية · 🇧🇷 Português · 🇷🇺 Русский · 🇫🇷 Français · 🇮🇩 Bahasa Indonesia

Status Focus Architecture Systems



⚡ About & Engineering Ethos


Architecting resilient low-level software systems, Linux kernel modules, and high-throughput concurrency primitives. Engineering centered around mechanical sympathy and zero-overhead performance:

  • ⚡ Zero-Cost & Mechanical Sympathy — Code engineered to respect CPU cache hierarchies, memory alignment, and branch predictors. Zero-overhead abstractions by default.
  • 🐧 Kernel-First Architecture — Treating the operating system kernel not as an opaque abstraction, but as the foundational runtime. Deep instrumentation with io_uring, eBPF, and lockless queues.
  • 🛡️ Invariant-Driven Correctness — Compile-time safety guarantees, deterministic finite-state machine transitions, lock-free ring buffers, and continuous fuzzing validation.

(⌐■_■) 💻 "In the terminal we trust. Make it deterministic. Automate the friction away."


🚀 Core Systems & Infrastructure Architecture


High-performance distributed runtimes, kernel-bypass networking primitives, and cryptographically verified infrastructure topology engines across 5 core research domains:

⚡ Low-Level Systems & Kernel Primitives

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High-Throughput, Zero-Overhead Asynchronous I/O Engine via Linux io_uring (C23).

Standard: C23 Throughput: 2.85 Mops/sec Kernel: io_uring SQPOLL

  • 🌀 Zero-Syscall Ring Queue: Lock-free submission (SQ) & completion (CQ) ring buffers bypassing epoll/kqueue overhead
  • ⚡ Kernel Polling Engine: Kernel-side SQPOLL worker threads achieving 2.85 Mops/sec batch processing
  • 🔒 Deterministic Memory: Pure C23 architecture, cache-aligned data structures, and zero-allocation runtime

github-org-map banner

Automated daily topology mapping of Linux kernel and concurrency runtime repositories with SHA-256 privacy hashing.

Runtime: Linux & POSIX Engine: eBPF & GitOps Privacy: Salted SHA-256

  • 🔄 Continuous Cartography: Scheduled GitHub Actions workflow auto-mapping kernel research and systems repos
  • 🛡️ One-Way Hash Masking: Salted SHA-256 hashing concealing proprietary kernel exploit labs while preserving lineage
  • 📊 Native Vector Telemetry: Pure zero-dependency SVG 2D coordinate engine with frame-accurate animated timeline generation

github-org-map-private banner

Isolated companion telemetry pipeline for low-level kernel modules, exploit defense analysis, and private architectural research.

Security: Windows DPAPI Vault Audit: Invariant Assertions Pipeline: Air-Gapped

  • 🔐 Hardware-Bound Vault: Windows DPAPI encrypted secret encapsulation ensuring hardware-bound credentials security
  • ⚡ Deterministic Assertions: Automated property-based test harness verifying preimage resistance and collision-free mapping
  • 📜 Dual Ground-Truth Audit: Continuous audit pipeline validating public masked artifacts against unmasked internal system graphs

🔬 Binary Reverse Engineering & Packers

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Ghidra MCP PE binary reverse engineering (UPX/CLR/VB6 Bat2Exe packers), 8 core obfuscator source dissections & multi-pass AST deobfuscation engine.

Ghidra MCP RE 8 Tools Dissected Python AST Engine

  • 🔬 Ghidra MCP PE Disassembly: Deep disassembly of bat2exe_12.exe (UPX 0x20ea0), example.exe (.NET CLR 0x337e), and BEDeCode.exe (VB6 0x1670)
  • 🛠️ 8 Core Tools Dissection: Line-by-line source teardowns of BatCloak polyglot, Somalifuscator, 0xidiz3r, Exorcism API hook, and Bat2Exe compilers
  • ⚡ Multi-Pass AST Engine: Automated 6-pass static deobfuscator (src/deobfuscator_engine.py) and Sigma/YARA rulesets

dotnet-packer-forensics banner

Static forensic unpacker, CLR metadata analysis, PE overlay carving & dual-XOR research archive for commercial .NET protectors.

Engine: Python Zero-Dep Forensics: xorPacker PE Signatures: 8 Major Packers

  • 📑 PE Overlay Carving: Pure-Python static detector carving hidden payloads appended past physical PE section boundaries
  • 🔑 Dual-XOR Payload Extraction: Automatic key detection and decoding for xorPacker / xorStub encrypted PE containers
  • 🔍 CLR Metadata Analysis: Zero-execution fingerprinting of ConfuserEx, .NET Reactor, Babel, Eazfuscator, and ArmDot

batch-deobfuscator-re banner

Multi-pass batch deobfuscator engine, Ghidra PE unpacker forensics (UPX/LZMA/XOR overlay) & 48+ open-source reference archive.

Ghidra MCP: 7 PEs Disassembled Engine: Fixed-Point AST Forensics: UPX LZMA XOR

  • 🌀 Fixed-Point AST Deobfuscator: Multi-pass iterative reducer peeling nested variable slicing, caret masking, and token concatenation
  • 🗜️ Static PE Container Extractor: Unpacker for UPX, LZMA, and raw XOR overlays embedded within compiled wrappers
  • 📚 Comprehensive Corpus: Dissection of 7 flagship deobfuscation engines paired with 48+ indexed GitHub/AI reference corpora

🛡️ Compiler & AST Obfuscation

batch-obfuscation-research banner

Windows batch (cmd.exe) obfuscation, deobfuscation & binary reverse engineering master archive (1990s–2026).

Archive: 1990s-2026 Mirrors: 48+ OpenSource Detection: Sigma & YARA

  • 📜 30-Year Evolution Archive: 48+ open-source tool mirrors, Mandiant/Daniel Bohannon research, and Hugging Face AI datasets
  • 🧠 cmd.exe 5-Phase Parser: Comprehensive whitepaper on command line expansion order and pushdown automaton state machines
  • 🌐 10-Language Documentation: Complete localized technical documentation with terminal SVG banners

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Blue Team EDR/SIEM detection engineering, 52 Sigma rules, 32 YARA signatures, CIL metadata forensics & Ghidra binary RE suite.

Sigma Rules: 52 Modular YARA Rules: 32 Signatures SIEM: Splunk & Elastic

  • 🛡️ dnlib & AntiTamper Forensics: Detection of JIT method encryption, AntiDump memory wipers, and corrupted #~ table stream headers
  • ⚙️ Ghidra CIL Re-Decompilation: Binary RE workflows uncovering custom native VM dispatch loops and JIT decryptor hooks
  • 📊 Enterprise SOC Rulesets: 52 modular Sigma rules and 32 YARA signatures covering commercial protector evasion techniques

cmd-ast-deobfuscator banner

Multi-pass Abstract Syntax Tree & lexical deobfuscation engine for Windows command scripts (cmd.exe / .bat).

Python: 3.10+ AST: Multi-Pass Lexer License: MT-SRL

  • 🧩 Multi-Pass Lexical Analyzer: Pushdown automaton parsing nested caret insertions (^), percent slicing, and exclamation marks
  • ⚡ Zero-Execution Normalizer: Safe in-memory evaluation reconstructing obfuscated batch payloads without dynamic interpreter execution
  • 🛡️ Forensic Pipeline: Direct integration with Ghidra RE findings and detection telemetry signatures

🔍 Defensive Detection Engineering

batch-forensics-and-ghidra-re banner

Blue team EDR/SIEM detection engineering, 52 Sigma rules, 32 YARA signatures, entropy & caret density scoring & parser forensics.

Sigma Rules: 52 Modular YARA Rules: 32 Signatures SIEM: Splunk & Elastic

  • 📐 Shannon Entropy & Caret Scorer: Pure-Python static detector (src/entropy_detector.py) calculating caret density and delimiter skew
  • 🔍 Sysmon & Event 4688 Coverage: 52 production Sigma rules mapped to MITRE ATT&CK Defense Evasion, Execution, and Persistence
  • 🚀 Defensive AST Simulator: Zero-execution command unescaper (src/cmd_parser_simulator.py) for automated triage

chromium-app-spoofing-forensics banner

Blue team EDR/SIEM detection engineering, 52 Sigma rules, 32 YARA signatures, [MS-SHLLINK] binary carving & window class auditor.

Sigma Rules: 52 Modular YARA Rules: 32 Signatures LNK Parser: MS-SHLLINK

  • 📑 [MS-SHLLINK] Binary Carving: Pure-Python parser extracting ShellLinkHeader, ExtraData blocks, and icon location masquerading
  • 🔍 Window Class Hierarchy Audit: Identifies stripped Chrome_WidgetWin_1 windows disguised as native Microsoft Teams/Office
  • ⚡ Turnkey SIEM Feeds: Production Splunk SPL and Elasticsearch KQL query feeds ready for instant SOC deployment

🌐 Virtualization, Evasion Forensics & Profile Hub

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Client-side DOM virtualization, synthetic Omnibox UI spoofing, draggable physics engine & multi-tier defense heuristics.

DOM Virtualization: mr.d0x Heuristic Engine: Python License: MT-SRL

  • 🪟 DOM Window Virtualization: Synthetic OS titlebar, drag physics (mousedown/mousemove), and z-index 9999 stacking model
  • 🔬 Static & Heuristic Scanners: Python static AST analyzer detecting synthetic Omniboxes and CSP frame-ancestors 'none' auditor
  • 🛡️ Enterprise Defense Matrix: Frame-busting traps, MutationObserver DOM guards, and multi-monitor viewport escape detection

maya-thorne banner

Specialized GitHub profile hub, dynamic multi-language cartography architecture (10 locales) & automated telemetry synchronization.

Locales: 10 Languages Telemetry: Vector SVG Profile: Special Repo

  • 🌐 10-Language Matrix: Synchronized multi-locale technical profile hubs covering ar, en, es, fr, hi, id, ko, pt-BR, ru, and zh-CN
  • 📊 Dynamic Vector Badging: Hardware-accelerated SVG badging, streak stats, and cryptographic topology integration
  • 🏛️ Unified Research Taxonomy: Cohesive categorization spanning 12 specialized systems, RE, and detection engineering repositories

Browse Public Repositories · Explore Systems Topology


⚙️ Featured Capabilities & Architectures


🐧 Kernel & Low-Level Primitives

Asynchronous I/O via io_uring, kernel-bypass networking, and real-time observability.

  • 🌀 io_uring & Async I/O: High-throughput submission/completion ring queues bypassing legacy epoll overhead.
  • ⚡ Kernel Bypass & XDP: Programmable eBPF/XDP fast-path packet filtering and DPDK user-space acceleration.
  • 🔒 Lock-Free Primitives: SPMC/MPSC atomic queues, hazard pointers, and memory barrier synchronization.

🌐 Distributed Systems & Concurrency

Modern CSP-style concurrency pipelines, zero-copy serialization, and memory-safe systems software.

  • 🛠️ Systems Tooling: Idiomatic modern C23, async and unsafe Rust (no_std), and Zig toolchains.
  • 📦 Zero-Copy Data Flow: Cache-aligned serialization over NVMe storage fabrics and high-bandwidth networking.
  • 🧪 Invariant Validation: State automaton verification, property-based testing, and automated fuzzing suites.

💻 Technology Stack & Tooling


Engineering toolchain for high-performance systems and bare-metal runtime execution:

⚙️ Low-Level & Systems

  • 🔤 Languages: C23, Rust (Async / Unsafe / no_std), Zig, x86_64 / ARM64 Assembly
  • 🐧 Kernel Runtimes: Linux Kernel Modules, POSIX APIs, eBPF / XDP, io_uring
  • 🧠 Memory & Concurrency: Lock-free atomics, SIMD vectorization, NUMA-aware allocators

🌐 Distributed & Infrastructure

  • ⚡ Networking: Kernel-bypass (DPDK), epoll/kqueue, WebSockets, gRPC
  • 🔍 Observability: bpftrace, perf, Valgrind, GDB, Prometheus telemetry
  • 🖥️ Environment: Arch Linux, Debian, Docker, LLVM/Clang toolchains, Neovim / Tmux

Technical Stack Icons


🗺️ Explore Projects & Roadmaps


Organization Map & Topology

Organization map showing the maya-thorne workspace, public projects, and intentionally masked private work.

Private repositories appear only as masked labels.
Explore Topology & Cartography →


Active roadmap and technical initiatives across low-level infrastructure:

  • 🎯 Current Focus: io_uring multi-ring polling benchmarks and kernel module fuzzing harness
  • 🚀 Next Milestone: Lock-free SPMC work-stealing scheduler with NUMA cache-pinning
  • 🔬 Research Track: eBPF-driven network flow router with hardware offloading

📊 Architecture Dashboard & Delivery Metrics



📁 Profile Repository Structure & Directory Map


📁 Path / Asset ⚙️ Category 📝 Engineering Responsibility
assets/projects/ Vector Assets High-resolution SVG project banners for all 13 systems research repositories (100% XML valid)
assets/badges/ Visual Telemetry Custom vector indicator badges for focus areas, telemetry status, and security specifications
assets/stats/ Metrics Telemetry Real-time architecture and contribution telemetry SVG badges
locales/ Internationalization 10-language global localized profile showcases (ar, en, es, fr, hi, id, ko, pt-BR, ru, zh-CN)
avatar.svg Branding Asset Clean geometric vector monogram of Maya Thorne
hero.svg Branding Asset Responsive widescreen terminal-themed header banner
.gitignore Security Boundary Zero-leak isolation boundary blocking AI memory, credentials, and OS cache artifacts
LICENSE Legal / License Maya Thorne Systems & Security Research License (MT-SRL)
README.md Master Entrypoint Central GitHub profile dashboard featuring 13 research repositories across 5 systems domains

📬 Connect & Collaborate

Interested in discussing low-level systems architectures, Linux kernel internals, or high-performance concurrency primitives? (ง •̀_•́)ง

🐙 GitHub Profile · 📦 Public Repositories · 💬 Discussions · ✉️ Send an Email


© 2026 Maya Thorne · Systems Architecture & Kernel Engineering ( 💻 ˘◡˘ )

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