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Ai

2026

Stop Giving Your AI Agents Root Shell

Here’s a question I got asked recently: If a skill can already call a REST API using Bash, why bother with MCP? The surface-level answer is “MCP is cleaner.” That’s not wrong, but it undersells what’s actually different - and I think it’s a genuinely useful distinction to understand if you’re serious about building reliable agent workflows. Also, common-sense needs a resurgence given the massive amount of all old things are DEAD when new thing comes out clickbait that is proliferating on LinkedIn.

Vibe Coding Got Us Here. Can Spec-Driven Development Save Us?

Let me paint you a picture. It’s 2025. You’ve discovered that you can describe a feature in plain English and an LLM will just… build it. The dopamine hit rivals or even eclipses social media. You feel as if you’re shipping things in an afternoon that used to take a week. You’re not reading diffs. You’re not understanding the internals. You’re just vibing - and it feels amazing.