Tutorials and build notes on AI agents, web applications and cloud infrastructure, informed by 8+ years of software development work.
605 articles across 55 topics
The most useful knowledge base I operate has no embeddings, no chunking strategy, and no similarity thresholds. It is a folder of markdown f...
Engr Mejba Ahmed
I was three hours into migrating a Laravel monolith to microservices when I realized I'd been switching between two browser tabs every four...
Engr Mejba Ahmed
I woke up on April 1st, scrolled through my usual feeds, and genuinely couldn't tell what was real anymore. Not because of April Fools — bec...
Engr Mejba Ahmed
A missing .npmignore entry. That is what separated Anthropic's most closely guarded product secrets from every developer with an npm install...
Engr Mejba Ahmed
I was mid-prompt on a Claude Code project — refactoring an agent pipeline that kept hallucinating tool calls — when Google dropped something...
Engr Mejba Ahmed
Token limits in Claude Code punish a mental model almost everyone starts with: that a session is a gas tank, where each message costs a fixe...
Engr Mejba Ahmed
I had a 47-page financial report sitting on my desktop for three weeks. Scanned PDF. Bar charts on every other page. Revenue tables rendered...
Engr Mejba Ahmed
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