Full-stack engineer building AI-powered tools, desktop applications, and developer-facing products — end-to-end, from UI to deployment. Python, TypeScript, Node, and Electron are my daily drivers; LLM orchestration and local-model tooling are where I spend most of my time.
I also have an uncommon background in low-level systems — CUDA kernels, Windows drivers, reverse engineering. That work is personal R&D, not my career target: what it gives me is an edge. I know what the machine is doing under my abstractions, so my high-level code tends to be faster, safer, and much easier to debug when things get weird.
Looking for full-stack / AI engineering roles on ambitious product teams.
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Sentinel Deep learning engine in C++ & CUDA enabling full-model training and fine-tuning of LLMs directly on consumer-grade hardware. Direct Link |
Windows UEFI Bootloader Hook Early boot execution and kernel-level hooking in a controlled environment — personal systems R&D. Direct Link |
Daily Drivers
Tooling & Infra
Systems Foundation (personal R&D)
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AI-driven Agentic Coding Framework tailored for Small Language Models (SLMs) — maximizing reasoning, tool execution, and context planning on lightweight, local models. 
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Cross-platform Electron desktop application for dynamic candidate-job matching, profile scoring, and local AI-powered resume customization. 
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Deep learning engine written in C++ & CUDA enabling full-model training and fine-tuning of Large Language Models directly on consumer-grade GPU hardware. 
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Production backend powering sentic.ai — Bayesian reasoning engine with custom search and multi-provider LLM orchestration.
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Personal R&D I do to stay close to the metal — this is where my systems intuition comes from. Hobby, not job profile.
| Project | What it is |
|---|---|
| kernel-read-driver | Windows kernel-mode driver for low-level memory operations and PEPROCESS CR3 retrieval. |
| UEFI Bootloader & Kernel Bridge | Pre-boot execution module exposing controlled Ring -1 memory access interfaces. |
| Windows UEFI Bootloader Hook | Proof-of-concept for early-stage system hooking in a controlled environment. |
| RE-UE4SS_lv-extension | Live reverse-engineering engine for Unreal Engine apps with integrated disassembler. |
| Spectre-Memory-Framework | Zero-dependency C memory library using ASM kernel hooks and ntdll redirection. |
| Chicony Spatial Tracking | Low-latency positional tracking & prediction algorithm in C++, reconstructed from academic papers. |
Timeline of shipped projects — view the full portfolio at toldbynun.github.io.
| Date | Project | Description |
|---|---|---|
| Aug 16, 2026 | Mango | Agentic AI coding framework optimized specifically for Small Language Models (SLMs). |
| Jul 24, 2026 | Sentinel | High-performance C++/CUDA deep learning engine for local LLM fine-tuning and training. |
| Apr 27, 2026 | Job2CV | Electron platform for automated job discovery, match scoring, and AI document tailoring. |
| Feb 21, 2026 | Sentic AI Platform | Bayesian reasoning engine with custom search and multi-provider LLM orchestration. |
| Jul 10, 2026 | RE-UE4SS_lv-extension | Live reverse-engineering engine for Unreal Engine apps with integrated disassembler. |
| Jun 12, 2026 | UEFI Bootloader & Kernel Bridge | Pre-boot UEFI architecture providing controlled Ring -1 memory access interfaces. |
| Apr 15, 2026 | IL osu! Autonomous Agent | Real-time agent architecture testing Imitation Learning against low-latency inputs. |
| Mar 25, 2026 | Rhythia Engine Integration | Real-time GLSL/HLSL shader pipeline integrated into Dear ImGui interfaces. |
| Jan 16, 2026 | Modular UI Library | Reusable, high-efficiency UI component library built for modular game development. |
| Repository | Language | Details |
|---|---|---|
| mango-public | Python | Agentic coding framework engineered specifically for Small Language Models (SLMs). |
| sentinel | C++ / CUDA | Lightweight deep learning engine built for training and fine-tuning LLMs on consumer GPUs. |
| kernel-read-driver | C | Windows kernel-mode driver for low-level memory operations and PEPROCESS CR3 retrieval. |
| Chicony-AA-Algorithm | C++ | Reconstructed low-latency spatial tracking algorithm implementation in native C++. |
| MecchaChameleon-External-Cheat | C++ | High-performance memory inspection and external process manipulation tool. |
| osu-parser-cpp | C++ | Lightweight, zero-dependency file parser designed for high-throughput processing. |
| py-arch-x | Python | Static analysis CLI tool leveraging ast to detect unreferenced functions across codebases. |
| Sentic AI Platform Python |
Production backend repository powering sentic.ai's epistemic AI tooling. |
| Rhythia Graphics C++ |
Graphics library for injecting custom HLSL/GLSL shaders directly into Dear ImGui pipelines. |
| Spectre-Memory-Framework C |
Zero-dependency C memory manipulation library utilizing ASM kernel hooks and ntdll redirection. |