u/sindijssupins

Visa pasaule ir pārņemta ar AI ažiotāžu – ka tūlīt AI pārņems pasauli utt. Ziniet ko? Tās ir pilnīgas muļķības, pat ja palūkojamies tikai no viena skatpunkta – rēķinu un pavadzīmju atpazīšanas. Nav tāda AI risinājuma, kas spētu paņemt jebkādu nejaušu PDF pavadzīmi (neatkarīgi no tā, kādā programmā tā veidota), uzreiz to visu atpazīt un ievietot manā loģiskajā JSON masīvā. Esmu izmēģinājis Google Document AI, Microsoft Azure un daudzus citus mazus un lielus servisus. Visi izgāzās. Lielākajai daļai nepieciešama manuāla apmācība, lauku iezīmēšana vai definēšana.

Lūk, piemērs: man jāaizpilda lauks payment_method manā JSON struktūrā. Man ir divas dažādas pavadzīmes ar šādu informāciju:

1. Maksājums veicams kā starptautiskais vai SEPA maksājums.
2. Apmaksas veids: pārskaitījums.

Un kas notika? Neviens LLM modelis ar to netika galā. Laukā tika ierakstīts viss kas, tikai ne tas, ko vajadzēja, vai arī lauks palika pavisam tukšs.

Tas ir tikai neliels piemērs. Pārsvarā, ja LLM nav speciāli apmācīts uz konkrētu pavadzīmju datiem, nav iespējams iegūt pat 98–99 % precizitāti. Vienkārši smieklīgi...

Ja kāds var šo komentēt, piedāvāt strādājošu risinājumu un apgāzt manis teikto, būtu ļoti priecīgs. 😄

Hi guys!

The whole world is swept up in the AI hype—that AI is about to take over the world, etc., and so on. You know what? It’s complete nonsense, if you look at it from just one angle: invoice and waybill recognition. There is no AI solution that can simply take a random PDF invoice, created in some random program, and immediately recognize everything and map it into a specific logical JSON array I've created. I've tried Google Document AI, Microsoft Azure, and all sorts of other services, both big and small. They all miss the mark. Most of them require manual training, tagging, defining fields, etc.

Here is an example:

I need to fill the payment_method field in my JSON. I have two different invoices containing the following information:

1. Payment must be made as an International or SEPA payment.
2. Payment method: bank transfer.

And what do you know? Not a single LLM model could handle it. My field was filled with anything but what was needed, or nothing at all was written.

That was just a small example. Generally speaking, it is impossible with any LLM that hasn't been specifically trained on data from existing invoices to achieve even 98–99% accuracy. Ridiculous...

If anyone can comment on this, provide a working solution, and prove me wrong, I would be very happy. 😄

[ Removed by Reddit on account of violating the content policy. ]

Hi,

I don't really know if this will be useful for real Linux experts, but maybe for "Sunday" Linux users like me this is useful!

So here I am, I made a small project that makes it very easy to insert cron tasks. You don't need to know practically anything, you don't need to bother with vi or nano editor, you don't need to bother with the conrontab command.

All you have to do is simply choose what you want to run on cron, choose when and in what time mode, and the tool will generate everything itself.

There is an option to save the config if you ever need to delete it from cron.

Nothing big, but maybe it will really come in handy for someone.

[ Removed by Reddit on account of violating the content policy. ]

Hello everyone!

I've made a project that makes it very easy to add cron tasks. You don't need to know practically anything, you don't need to bother with vi or nano editor, you don't need to bother with the crontab command.

All you have to do is simply choose what you want to run on cron, choose when and in what time mode, and the tool will generate everything itself.

There is an option to save the config if you ever need to delete it from cron.

Nothing big, but maybe someone will really use it.

Thanks!

I tried to post my recently created project here before, but for some reason it was deleted. I'll try again 😄

So here I am, I've made a project that makes it very easy to add cron tasks. You don't need to know practically anything, you don't need to bother with vi or nano editor, you don't need to bother with the conrontab command.

All you have to do is simply choose what you want to run on cron, choose when and in what time mode, and the tool will generate everything itself.

There is an option to save the config if you ever need to delete it from cron.

Nothing big, but maybe someone will really use it.