Technical Audits for AI-Generated Code
Why AI-generated code needs structured review — and the four-point checklist I use before anything reaches production.
S Safraz Razik
2 min read
#AI
#Code Review
#Quality
#Security
#Methodology
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Blog
Thoughts on AI-accelerated engineering, model evaluation, and development workflows.
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How I Built a Low-Cost Arduino Driving Simulator
Combining Arduino controls, custom mechanics, serial communication, PC integration, and a real-time dashboard to build a DIY driving simulator for under $50.
S Safraz Razik
9 min read
#Arduino
#IoT
#Hardware
#JavaScript
#C#
#WebSockets
#Prototyping
#Systems Engineering
What I Learned Building Open-Source Developer Tools
Lessons from creating Vue File Agent and Rockplate — and why the same principles apply to AI-generated code.
S Safraz Razik
2 min read
#Open Source
#Vue File Agent
#Rockplate
#Engineering
Evaluating Coding Models on Consumer Hardware
DeepSeek, Qwen, and Llama — a practical comparison of open-weight coding models running on consumer hardware.
S Safraz Razik
2 min read
#AI
#DeepSeek
#Qwen
#Llama
#Model Evaluation
#Local LLM
Setting Up a Local AI Coding Environment
Running capable coding assistants entirely on consumer hardware — no cloud subscription, no API costs, no data leaving your machine.
S Safraz Razik
2 min read
#AI
#Ollama
#OpenCode
#Claude Code
#Local LLM