Going Agent Native: Why I Stopped Chasing Models
I almost wrote another model comparison. I had the tab open — Opus 4.8 on the left, GPT-5.5 on the right, the benchmark chart screenshotted,...
Engr Mejba Ahmed
Tutorials and build notes on AI agents, web applications and cloud infrastructure, informed by 8+ years of software development work.
595 articles across 55 topics
I almost wrote another model comparison. I had the tab open — Opus 4.8 on the left, GPT-5.5 on the right, the benchmark chart screenshotted,...
Engr Mejba Ahmed
Forty-one agents. That is how many Haiku instances one of my Claude Code workflows spun up last week, all at once, to audit and score every...
Engr Mejba Ahmed
My inbox had 41 unread emails at 5:00 a.m. and I hadn't touched my phone. By the time I woke up, 9 of them already had drafted replies sitti...
Engr Mejba Ahmed
I caught myself typing the same 400-word brief for the fourth time in one morning. Same voice rules. Same brand constraints. Same "no AI fil...
Engr Mejba Ahmed
The most useful thing I can tell you about Claude Opus 4.8 is not a benchmark number. It is that the effort setting now decides which model...
Engr Mejba Ahmed
Every time someone asked me which agentic coding tool to pay for, I gave the lazy answer: "depends on your workflow." So one Tuesday morning...
Engr Mejba Ahmed
I have been paying $100 a month for Claude Cowork since the day it shipped. Not because I love the bill, but because Cowork did something no...
Engr Mejba Ahmed
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