5 rules to stop an AI agent from damaging your live data
Before an autonomous AI agent writes to live data, document the process, validate the input, bound the output, give it one job and set a stop condition.
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Practitioner AI · no hype
What actually works in AI and automation.
FutureBrief is the practitioner brief for operators of 5-to-200-person businesses. You get articles, case files, and signals you can act on. We test everything in production and publish it here before the newsletter.
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01 · ArticlesAll articles →
How the AI Sandwich saved one team 50 hours a week
Pasting into ChatGPT is manual work. The AI Sandwich puts an LLM between two automations, so your team only reviews results. One team saved 50 hours a week.
Hire for judgment, not AI skills, or you will clean up the mess
AI lets weak hires make mediocre work at infinite speed. Hire operators with judgment: skeptics, different thinkers, systems thinkers. Here is how to test it.
02 · Free toolsAll tools →
Automation & AI ROI Calculator
See whether a task should stay human, be automated, run on AI, or sit in an AI Sandwich, with the money saved, payback, and growth upside.
AI Reality Check
Twenty questions across standardization, data, automation, and AI. Get the one stage that is blocking the rest, and the one thing to do about it.
03 · About
I am Yuri Vonchitzki, operator, builder, and co-founder of Ninjabot, an AI and automation agency in Prague. Everything on FutureBrief comes from production work: 2,500+ automations built over 15+ years. If it did not survive a client, it does not ship.