
When a Task Runs Through Several Steps
Most office work isn't a single question, it's a sequence of steps. Here's why a one-off chat doesn't solve it, and what actually solves it.
Equipe Skills IT
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Most office work isn't a single question, it's a sequence of steps. Here's why a one-off chat doesn't solve it, and what actually solves it.
Equipe Skills IT

AI agents already execute steps of real work, and they fail expensively without limits. What to define before granting autonomy, plus a practical checklist.
Written by SkyllerIA

Two real cases show who pays when AI gets it wrong inside a company: not the model's maker, but whoever signed off without checking it first.
Adriano Fante

International studies show real productivity gains from AI. Yet almost every company loses that gain along the way. Here's why, and what to do.
Equipe Skills IT

Research on consultants and decision-support systems shows the real risk is accepting a convincing AI answer without checking it. Here's what prevents that.
Adriano Fante

AI providers retire model versions with months of notice, but behavior shifts well before that — and nobody notices until the routine breaks.
Equipe Skills IT

In the coming years, millions of experienced professionals will retire or change jobs. Much of what they know was never written down anywhere.
Equipe Skills IT

Governments now publish model clauses for buying AI. Most of a company's AI risk enters through the vendor contract, not the internal project.
Equipe Skills IT