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
Tag
#AI
4 articles tagged "AI".
Structured Prompting for Multi-Stage Development
Breaking AI-assisted coding into Plan, Scaffold, Implement, and Audit stages — and why this approach produces better results than single-shot generation.
S Safraz Razik
2 min read
#AI
#Prompting
#Workflow
#Methodology
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