Engineering Levels
الحلقة دي حتكلم عن التطور المهني لمهندس البرمجيات و إيه المتطلبات كل مرحلة.
I'll discuss the software engineering levels and what is the expectation for each level.
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How I built PyFr with a plan, a writer, and a reviewer
🧭 The workflow Here’s the loop I followed for each milestone: PyFr was not a one-prompt project. I used agents to build PyFr, but the part that mattered most was the workflow around them: 1. Use the agent to plan the whole project, not just the next function. 2.
🧩 PyFr glues packages into a service
I built PyFr because production readiness is not a feature of a single package. It is what happens when packages agree on how a service starts, logs, fails, recovers, tests, ships, and documents itself. PyFr is a cookiecutter template for production-ready Python microservices. The generated service imports no PyFr
Nobody Is Calibrated About AI
Opinions about AI in software form a barbell: a crowded left end that underestimates what agents can do, a crowded right end that oversells them, and a thin middle of people who have actually shipped with agents. The goal is not to pick a peak. It is to move the
Agent Skills Need Tests, Not Vibes
An Agent Skill is more than a prompt: it can carry tool-calling behavior, scripts, and support artifacts such as references and assets. Publishing one without eval cases is shipping that composite behavior without tests. skill-lens turns those expected behaviors into a report and an exit code your pipeline
