60 ad campaigns. 29 markets.
Optimised twice a day.
Run by the same team that was running five.
That is what an agent in production actually looks like.
Writing about why agents fall over once they leave the demo is most of what I do here.
The failure mode is almost never reasoning.
It is that every tool in the chain behaves like an isolated employee with no memory of what the last one learned.
You get collective amnesia plus a human doing the handoffs by hand.
Rigid workflows were my first fix and they broke immediately, because production is where the shape of the work changes underneath you.
@viktor_com takes the other road.
He is an AI employee inside Slack that reaches around 3,000 tools through one connection rather than a graph of brittle integrations, holds context across the whole job, and returns a proposal for approval instead of firing blind.
That gate is what makes it survivable in production.
The part I did not prompt: he surfaced that two connected sources were reporting the same metric on different windows.
Antonin Stetina, CEO of KULINA Group, put it plainly:
"Mindblowing all-in-one AI which does everything in a single solution."
Twelve times the campaign volume on $2.5M in spend, no headcount added.
Architecture beats model choice. Again.
Try him free at @viktor_com. $100 in credits, no card.
Link in 🧵 ↓