Same lesson for AI agents: don't ask a model to judge what a fact can prove.
DNS diff, TLS cert, redirect target. Boring, unarguable.
Save the fuzzy reasoning for things that are actually fuzzy.
Best false alarm: a "Vodafone block" in Germany.
We followed the redirect. One guy in Cologne had switched on a DNS content filter himself.
Automations don't fail by missing things. They fail by crying wolf until nobody reads the alerts.
Your website can be down for every Orange customer in France and fine for everyone else.
Your servers won't notice. Your uptime monitor won't notice. That market just gets quieter.
So we built a bot that checks every site, through every ISP, in every market 🧵
@odelynjayme Try n8n first. Lay out something you do daily and you'll see where the data actually moves. Then build it twice: once as fixed steps, once as an agent with tools. It's JS-first though, so if you'd rather stay in Python, Pydantic AI is the gentlest start.
Hey, we're Spectral.
We build custom AI agents for real businesses: the boring ops stuff that eats your week, automated into the tools you already use.
Follow along for practical AI automation (less hype, more "this actually ships").
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