C0d3Nam3 – KernelGhost | Rogue Engineer
Engineering Operator • AI / Systems Engineer • Code‑First Thinker
Profile Summary (2026 Update)
AI / Systems Engineering GED → CS/AI English (C2+), Vietnamese, Mandarin, Cantonese Math + Multilingual NLP + Low‑level Systems
Education & Trajectory
VNGCSE ✅ Completed (2021) STEM Foundations Math & Logic locked in Vietnamese GED 🔥 Final Stretch (2026) Math • Informatics Priority: finish strong Undergrad Prep 🚀 Active CS • AI • Systems VN / SG / Intl pathways
AI / CS Roadmap (Reality‑Aligned)
PHASE 1 – Core Foundations (NOW → 2026) • Python (engineering‑grade, not scripting only) • Math for CS/ML (Linear Algebra, Probability, Optimization) • C / C++ mental model (memory, data, performance) • GED completion
PHASE 2 – CS + ML Core (2026 → 2027) • Data Structures & Algorithms • Classical Machine Learning • Statistics for ML • Linux + tooling mastery
PHASE 3 – AI Specialization (2027 → 2028) • Deep Learning • NLP (Multilingual, VN‑focused) • Computer Vision
PHASE 4 – Systems + AI Integration (2028+) • AI systems architecture • Efficient inference & deployment • Research / OSS contribution
Current Academic Signals (AI‑Relevant)
Mathematics ~8.5–10.0 peak Core strength Informatics ~8.5–9.0 Strong logic Technology ~9.0+ Applied skills Literature ~8.0+ NLP intuition
Tech Stack (Adjusted to Reality)
Core Languages
Python (ML, data, tooling)
C / C++ (systems, performance, foundations)
Shell / Linux tooling
AI / ML
PyTorch (primary)
NumPy, pandas
scikit‑learn
Systems & Infra
Arch Linux
Docker (basic)
Git / GitHub
JS/React intentionally de‑emphasized – AI engineer first, web second.
Multilingual NLP Focus
Language Direction
Vietnamese Tokenization, sentiment, education AI English Models, research, tooling Mandarin Characters, translation, speech Mixed Code‑switching & cross‑lingual NLP
Project Pipeline (Executable)
Next 6 Months
Vietnamese text preprocessing toolkit
Simple sentiment classifier
Math‑assisted study tool
6–12 Months
Multilingual chatbot (small‑scale)
Image classifier (CV fundamentals)
Kaggle‑level ML projects
Long Term
Vietnamese‑focused NLP tools
OSS contribution
Research‑oriented portfolio
KernelGhostOS – System Diagnostic
SYSTEM STATUS: KernelGhostOS v3.1 MODE: Training / Hardening CPU: Math + Logic GPU: Analytical Curiosity RAM: Multilingual Context BOTTLENECK: Time management and sustained discipline
12‑Month Focus Priorities
• Finish GED cleanly • Solidify math for ML • Build 3–5 real projects • Reduce stack sprawl • Prepare for CS/AI undergrad
📬 Contact
Email: [email protected]
GitHub: https://github.com/larvenejafemcoder
"GED → CS/AI Engineer. Multilingual brain, systems mindset."
Last updated: 2026