The same visa question gave 8 documents one day and 19 the next. Here's how I fixed it

Description and use

<p>I run a small tool that researches visa requirements: you give your passport, the country you live in and your destination, and an AI reads the official embassy and visa-centre pages and returns a PDF with where to apply, the documents, the fees and the steps.</p> <p>It worked fine in demos. Then I ran the same case twice (Indian passport, living in India, tourist visa for France) and got two different reports. One listed 8 documents, the other 19.</p> <p>For something people use to prepare a real visa application, that isn't a small bug. If it can't give the same answer twice, nobody shoul

Problem

<p>I run a small tool that researches visa requirements: you give your passport, the country you live in and your destination, and an AI reads the official embassy and visa-centre pages and returns a PDF with where to apply, the documents, the fees and the steps.</p> <p>It worked fine in demos. Then I ran the same case twice (Indian passport, living in India, tourist visa for France) and got two different reports. One listed 8 documents, the other 19.</p> <p>For something people use to prepare a real visa application, that isn't a small bug. If it can't give the same answer twice, nobody shoul

Outcome

<p>I run a small tool that researches visa requirements: you give your passport, the country you live in and your destination, and an AI reads the official embassy and visa-centre pages and returns a PDF with where to apply, the documents, the fees and the steps.</p> <p>It worked fine in demos. Then I ran the same case twice (Indian passport, living in India, tourist visa for France) and got two different reports. One listed 8 documents, the other 19.</p> <p>For something people use to prepare a real visa application, that isn't a small bug. If it can't give the same answer twice, nobody shoul

Evidence

The same visa question gave 8 documents one day and 19 the next. Here's how I fixed it

Source