What I build with

I don't rate myself out of ten. Here's where each tool actually shows up.

Evidence map

Every filled dot is a tool I used in that build — click a column to read how. “Infra” is my self-hosted stack: vault, storage, notes and photos on my own hardware behind a VPS I configured.

Skill 3ayn SOC ByteMed Fire bot Driver Leak CPU Safe Fourier FPGA ARM Infra
AI & machine learning
PyTorch
Computer vision
MediaPipe
LLM / Gemini APIs
Reinforcement learning
On-device ML
Languages
Python
JavaScript / TS
Java
Verilog
RISC-V assembly
MATLAB
Backend & automation
FastAPI
n8n
Webhooks & APIs
Twilio
Security operations
Systems & hardware
Computer architecture
Hardware verification
Signal processing
Embedded systems
ROS2
SUMO simulation
FSM design
Cloud & infrastructure
Linux
Docker
AWS
Terraform
used in this build not used here

Where I'm strongest

01

Applied machine learning

Training models is the easy half. The work I keep doing is the other half — deciding what the model is allowed to decide. In ByteMed the model contributes evidence and rules make the call; in 3ayn a confidence gate decides whether to interrupt someone at all.

seen in 3ayn ByteMed Driver Index
02

Pipelines that survive contact with reality

Both hackathon systems live or die on failure handling, not the happy path — an enrichment API that times out must not swallow a security event, and a witness who answers three minutes late must still land in the right conversation step.

seen in SOC Pipeline Fire-Reporting bot
03

Signals and embedded systems

From the Arduino fire detector that won two science fairs to a cross-correlation leak locator sized to run on a microcontroller. Comfortable where the maths, the power budget and the physical sensor all constrain each other.

seen in Leak Localizer Driver Index
04

Owning the infrastructure

Password vault, cloud storage, notes and photos — all self-hosted on hardware I control, tunnelled through a VPS I configured myself. It's why the cloud certifications are things I'm studying and running, not just reading about.

backed by coursework certifications in progress

Also in the toolbox

Working knowledge from coursework and smaller builds, not yet load-bearing in a project on this site.

Languages

  • C / C++
  • Data structures & algorithms
  • SQL
  • VHDL
  • Assembly (MIPS)

Hardware

  • Arduino
  • FPGAs
  • PSpice simulation
  • RC/RLC circuit analysis
  • Lab instrumentation

Practice

  • CI/CD
  • Git
  • Technical writing
  • Team lead
See the projects The coursework behind it