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Production design for intelligent document automat  8/18/2026 12:38:03 PM
Production AI needs its own operational discipline.

We normally plan for versioned prompts and models, traceable inputs and outputs, evaluation datasets, latency and cost monitoring, fallback paths and rollback procedures. The exact stack varies, but these controls make experimentation compatible with reliable software delivery.

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Which observability signal has helped you catch failures that standard application monitoring missed?
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While the cost of living in Portugal has gone up in the years since she moved there, it’s still “probably about 40% to 50% less” than in the US, says Dreyfuss, adding that it’s a “much better life day to day” for her.
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As for the language, Dreyfuss admits that this has been one of her biggest struggles, recounting how she’s always asking locals to “slow down” because they “they talk really fast, and drop whole words out of sentences.”
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“I can make myself understood,” she says. “But I sound like a three- or four-year-old.”

When it comes to cultural differences, Dreyfuss jokes that it’s really hard to hang up the phone when speaking to a Portuguese person, and she’s had to learn not to walk into a shop and “just start talking” without exchanging pleasantries first.

“You have to say, ‘Hello. How are you? Are you ok?’” she says, adding that anything less is considered bad manners. “But it just comes naturally now because I’ve been here five years.”
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Since arriving in 2021, Dreyfuss has traveled to London four times, Paris three times and the Spanish city of Seville twice. She’s also visited the Austrian capital Vienna, as well as France’s Marseille and Toulouse.

In the coming months and years, she hopes to explore Italy and Europe’s Atlantic coast.

“That’s something I would not be able to do if I didn’t live here,” she adds.

Dreyfuss currently has temporary citizenship, which is renewed every two to three years, and recently began the process of applying for Portuguese citizenship.

She feels very much at home in Portugal today and can’t imagine ever returning to the US permanently.

“They’d have to fix an awful lot of stuff before I’d want to move back,” she says.
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