Notes from the build.
Practical articles on Flask, Python, automation and software architecture.
Sep 26
The Real Cost of Duplicate Data Entry Across Your Tools
Business Operations
The same customer detail typed into three different systems isn't just wasted time — it's how businesses end up with three sources of truth that quietly disagree with each other.
Sep 26
"Just Automate It" Is the Most Expensive Sentence in Business Software
Systems Thinking
Automating a broken process doesn't fix it — it just makes the same mistakes happen faster, with fewer people around to catch them.
Sep 26
Why I Built Flask Production MCP
Software Engineering
Why I built Flask Production MCP, a static auditor that checks Flask applications for security, architecture, deployment, database, testing, and code-quality issues before production.
Sep 26
Why I Built DevWalk: Making the Work Easier to Remember
AI & Intelligent Automation
*I built DevWalk because I was struggling with something that had nothing to do with writing code: remembering and explaining the work I was already doing.*