AI & automation engineer. Founder of SwiftScale — AI systems, bilingual websites & automation for Libya, Gulf & Turkey.swiftscaled.comJoined January 2025
Restaurant reservations.
Before: the phone rings during service, a waiter writes the name on a napkin, the napkin moves.
After: the request lands in one place with time, party size and a callback number, and the floor sees it before the guest arrives.
The myth: automate your biggest, most repetitive task first.
Most of our builds start smaller: the handoff.
A Tripoli dialect bot answers, then passes the chat to a human with the context written down.
That one step makes the rest usable.
Trust Cars Libya reads a VIN from a photo with Google Cloud Vision. Reading it was the easy part.
The real work was teaching the app when to refuse: glare, half a plate, a cropped frame. A wrong VIN is worse than a retake.
@mr_rtart Robust n8n error handling and fallbacks save so much headache once models inevitably swap out. Drop us a DM if you want to compare notes on workflow design.
OpenAI models on Google Cloud, AWS and Azure means one thing for buyers: the model is now a line item you can swap.
Spend your diligence on the workflow around it. That part nobody can port for you.
The messiest messages mix formats: a line of text, a voice note, a photo of a receipt.
Operators: how does your team handle those today, one person reads it all or does it get forwarded around?
The 11pm WhatsApp message gets read by someone. Usually the owner, on a phone, half asleep.
Operators: who is supposed to answer it, and does that person know it's their job?
The full-screen language switch on our bilingual sites took an afternoon.
The weeks went into deciding what stays the same in both languages.
Company name, numbers, product codes: identical. Tone: rewritten.
Most chatbots fail because they're asked to sell. Give one the five questions your team answers every day instead.
Hours, price range, delivery, location, how to order. That's a real product.
Anthropic can't get enough cloud capacity from the companies it competes with. Read that as a buyer, not a spectator.
The model is rented.
Your workflow, prompts and data are the part you own.
Build there.
In Libya the sale isn't closed when the order comes in. It's closed when the driver hands over the box and takes the cash.
So the automation asks two things before dispatch: which landmark, and will you be there when the driver calls.
@dngcomics Bro i feel what he feel in this situation in the position the depression and emptiness and betrayal of all who around you😞
But always say alhamdulillah
@MTSlive@jamespoulos If stakeholders don't need to use the product, how do you measure what they're actually owed without just handing that decision to whoever writes the formula?
Over 3.3 million driverless miles. Zero people injured
Tesla just launched its official Robotaxi safety page, tracking every collision it reports to NHTSA, with no safety monitor on board:
0 people injured
0 airbag deployments
0 pedestrians or cyclists hit
Human drivers over
@XFreeze Self-reported safety numbers always look clean until the edge cases show up. Building AI address recognition for delivery in Tripoli taught me the failures hide in the 1 percent of weird inputs, not the average case.
@christopherrufo Classic sign of a system where the paperwork outgrew the problem it was meant to solve. Nobody asked if counting bumblebees actually protects them, just that the count exists.
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