From the lab.
What we learn by building. No "5 AI trends 2026". Only things we have actually tried.
Latest articles
AI ENTERPRISE
AI Receptionist for healthcare: 3,440 calls in 4 months, an enterprise AI lesson
YoDa Health is our vertical AI Receptionist for private healthcare. Four months of operation, real numbers, what works and what doesn't when AI meets real users — not lab users.
METHOD
Why we build the signal first, then the product
More than 50% of startups fail. Not from bad ideas, but because they build them before validating them. Vibe Lab is our way of doing the opposite.
FLEET MANAGEMENT
80,000 MikroTik devices in 6 countries: what we learned running a fleet
Provisioning, drift, asymmetric routing, mass rollouts. Four years of lessons from the field, condensed for ISPs, WISPs and MSPs who still configure routers "by hand".
TELCO + AI
From traceroute to routing loop: what "agentic NOC" actually means
An AI that answers questions is not a NOC engineer. An AI that investigates, forms hypotheses and proposes fixes — with confirmation — is. The difference, told through a real case.
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