Mastering Cross-Posting: From Facebook Frustrations to Dual Blogging Excellence | May 23 2026, 14:28

I have perfected the cross-posting from Facebook to my two blog sites [which almost no one visits] – beinginamerica.com and raufaliev.com. When a new post is published on Facebook, a mechanism is triggered to translate the post into English, process attached images, generate descriptions for them, create a title based on the text of the post and descriptions of the images, generate tags from the same basis, record the post in turso db – this is a cloud database, free up to certain limits, create embeddings via openai, record in qdrant cloud – this is also a cloud database, but vector-based, and finally, upload images to wordpress via API, and publish the post in English and Russian via API.

All would be well, but of all the APIs, the silliest one is Facebook’s. Firstly, for pages like mine, transitioned to New Experience, it’s almost impossible to use most of this API. Well, it’s possible, but you have to spend a long time proving to Facebook that you really need it, by showing startup documents, demonstrating the application, etc. Obviously, they are reluctant to deal with something that takes content out of their system. In addition, the token that gives access to the latest messages is relatively short-lived (possibly a few weeks), and it needs to be obtained anew through a browser only. So, any automation requires regular attention, otherwise it breaks.

If you mess up and don’t offload the latest posts through this Facebook Graph API in time, they just disappear from the list of recent ones and that’s it, no more API access to them. The only way is to request an archive download from Facebook. This download is also rather silly – it requires a lot of transformations and removing unnecessary stuff. For example, in the file containing posts, which I process, for some reason there are links that I sent in comments without accompanying text. And the comments are in a separate file!

To assign tags, I had to solve a separate challenge. Here’s the thing: there are about 10,000 posts over all time. That’s a big chunk, and you can’t build tags from it because it doesn’t fit into the contextual window of the LLM. But you need to. So, I did this: a script takes random posts from the 10,000 in such a volume that their total size is just below the specified limit in tokens, and at the end of this block, it adds the prompt “generate the most common tags for me, 30 pieces” (I simplify the prompt used). In the end, I ran this 10 times and got 10 sets of tags with 30 pieces each, generated for different slices of the database. That made 300 tags, some of which are complete duplicates, while others are synonyms and closely related in meaning. All this is fed into the LLM, and we get a list of tags and a hierarchy of tags. Now we have a limited set of tags that reflect the 10,000 posts as closely as possible. Turns out, that in almost 20 years on Facebook, my breakdown is as follows:

Tag Posts

==================================================

#Russia 3412

#Thoughts 3146

#Tech 3105

#Culture 2765

#Hobbies 2726

#AI 1603

#Science 1367

#Software 1358

#Travel 1298

#Learning 1138

#Society 1050

#Nature 958

#Education 915

#Business 902

#Art 894

#Programming 889

#Humor 840

#History 807

#Gadgets 750

#Moscow 713

#USA 614

#Cinema 567

#Webdev 493

#Music 476

#Sports 473

#Mindset 443

#Auto 400

#Books 386

and so on. This list includes both tags from the limited list and tags that the LLM appointed to content simply because it didn’t find anything suitable in the limited one.

Tags from the limited list became categories on the site. The rest of the tags + these just became regular wordpress tags.

As for image search. I had two ideas on how to do it. The first – OpenCLIP. It’s pretty straightforward but requires hosting the model somewhere. Easy on my machine, but inconvenient to start it each time, plus I planned to move the migrator to a cheap server on Amazon. It’s also okay to calculate in cloud models, but you have to pay a bit, which is yet another dependency. But the main thing – it works quite well without it. I generate descriptions for images using OpenAI, which is used for translating into English anyway, and then create embeddings using a large model. So far, all search tests are a great success. Especially when there’s text on the image, and it’s a big question whether OpenCLIP would have interpreted it successfully.

In the end:

1) wordpress raufaliev.com – free

2) wordpress beinginamerica.com – free

3) turso db where all posts are stored – free

4) qdrant cloud where embeddings are stored – free

5) openai for translation and image descriptions – not free, but inexpensive (cost $30 for post processing over a year).

I attach two screenshots – how the search by images works, and by texts, as well as the migrator dashboard.

Disappointed by Project Hail Mary: A Missed Opportunity for Smart Sci-Fi | May 04 2026, 16:40

We went to see Project Hail Mary yesterday. Honestly, neither Nada nor I liked it at all. Maybe we’ve just grown out of the age group that likes such movies. Comic book style. The alien, in my opinion, appeared on a budget. It feels like it’s at the level of the early 2000s – when you could have made exactly the same thing. Remember the movie Arrival, where they tried to come up with something unusual? Really, was this stone monstrosity worth 200M? The whole plot is full of cliches and banalities. In one minute, they made it so that the human and the alien began to understand each other perfectly via some program that a science teacher created in a day. As if the astronaut and a piece of rock just start chatting like buddies… 5 kilometers of iron chain the thickness of an index finger is about 10 tons of metal… did they have that much on the ship?

The directors became successful in the realm of Lego movies and Cloudy with a Chance of Meatballs, along with a couple of comedy series and 21 Jump Street. I was expecting a movie in the spirit of Interstellar or The Martian, smart adult sci-fi that is not afraid of scientific details, and instead I got a children’s fairy tale with an ugly alien.

I googled it, and it turns out that a ton of people are thrilled with it and it’s making a lot of money.. Probably, people are nostalgic for such amidst post-irony, satires, various narratives, Lanthimos, and “Battle after Battle”. As children, everyone watched “Flight of the Navigator” and “Short Circuit”, so adults are nostalgizing over simple goodness. Perhaps it’s just a family movie for watching with the kids. Then it might be okay.

okay, going back to watching the second season of Succession. It’s considerably better.

From Wooden Puppet to Beloved Boy: The Evolution of Pinocchio’s Tale | May 01 2026, 16:52

It turned out that initially Carlo Collodi, who wrote “The Adventures of Pinocchio,” did not intend to turn his hero from a wooden puppet into a real boy. Pinocchio was destined to be hanged by the Cat and the Fox on an oak tree—as a lesson to all children who lie and disobey their elders.

The author was persuaded to continue Pinocchio’s adventures by the editor of the “Children’s Newspaper,” who said that otherwise it would be their last publication. The readers were so outraged by the death of the hero that the editorial office was inundated with letters demanding a continuation.

Eventually, after a few months, the author was forced to “resurrect” the puppet. This is how the Blue Fairy appeared in the story, who saved Pinocchio from the noose, and the grim parable gradually turned into the familiar fairy tale with a happy ending.

When Pinocchio was already hanging on the oak tree and gasping for air, a Beautiful Girl with Azure Hair appeared at the window of a nearby little house. At that moment she is described not as a kind fairy, but rather as a ghost or spirit (she says that everyone in this house died, and she too is waiting for her coffin).

Seeing the puppet dangling from the tree, she took pity and organized a whole rescue team. The fairy clapped her hands three times. A giant Falcon arrived. She ordered him to fly to the Great Oak, gnaw through the rope with his beak, and carefully lower Pinocchio onto the grass. Then she summoned her servant—a poodle named Medoro. He was dressed in festive livery, with a cocked hat and a curly wig. Medoro was sent for Pinocchio in a luxurious carriage drawn by a hundred pairs of white mice. When the puppet was brought to the castle, he was neither alive nor dead. To decide what to do next, the Fairy summoned “luminaries” of medicine. By Pinocchio’s bed came the Crow, the Owl, and the Talking Cricket (the same one that Pinocchio “killed” at the beginning of the book, but he returned as a spirit).

Harsh.

Essentially, the hero owes his happy ending not to the author’s mercy, but to commercial success and public pressure.

The Art of the Unresolved Finale: Viewer Frustration as a Narrative Tool | April 20 2026, 13:27

We finished watching the series “Pete”. It seems like TV directors do everything to ensure that the last episode offers no answers, resembling just a regular mid-season episode. In many TV shows, the second-to-last or third-to-last episodes answer the questions, while the final one rarely satisfies, always adding a multitude of hooks and new questions, probably serving as an invitation to a next season that may never come. Or it might, but for now the director doesn’t know what it will entail and leaves much unsaid. However, the likely goal is to irritate viewers so that they flock to Reddits and Facebooks to discuss what they’ve seen. A logical end was only seen in the series Chernobyl, it seems.

Boney M Beyond the Stage: Unveiling the Voices and Ventures | March 07 2026, 15:11

It turned out that my childhood group, Boney M,

1) is still touring. Concerts in 2026. But from the whole group it’s only

2) Maizie Williams who is lighting it up now, she’s 74 years old. But on none of the Boney M records from those times is her voice found. They let her sing in concerts, yes.

3) Frank Farian, the group’s creator, is a white guy from Germany who assembled exotics” in 1974. A couple of years ago he died in his home in Florida.

4) And “that black guy” – that’s Bobby Farrell, who was a DJ from Aruba before Farian hired him to lip-sync the male parts recorded by Farian himself in all Boney M songs. Seriously, listen to Boney M and pay attention to the male parts. Now that you know who actually sang them, you won’t be able to unhear Farian’s strong German accent 🙂

5) Boney M were the first Western group (from FRG!) to penetrate the Iron Curtain.” They had concerts as early as 1978.

6) Remember their song “Rasputin”? Bobby Farrell died on the same date (Dec 30) and in the same city (in St. Petersburg) as Rasputin. At the “Ambassador” Hotel, which is literally a few minutes’ walk from the Yusupov Palace, where Grigory was killed.

By the way, Frank Farian was the king of “lip-sync” projects. Ten years after Boney M’s success he pulled the same stunt with the duo Milli Vanilli. But in the case of Boney M, he got away with it (everyone understood that it was a show), but with Milli Vanilli, there was a huge scandal: the group’s Grammy Award was revoked when it turned out the pretty model-boys on stage hadn’t sung a single note.

Exploring the Tango Vibes: Astor Piazzolla and Beyond | February 23 2026, 06:31

A few days ago, I decided to Google whether Astor Piazzolla’s music would be performed anywhere nearby, and saw that this very weekend, close by in Strathmore, there is a Tango After Dark show featuring Piazzolla’s music, accompanied by an Argentine orchestra and Argentine tango dancers. Really cool, but I didn’t bring any recordings here.

While Googling what this exotic instrument the local soloist was playing – the bandoneon – I stumbled upon a very very very cool concert of Mario Pietrodarchi accompanied by the Minsk Orchestra. This concert occupies the top five spots in the most popular recordings of the Belarusian State Chamber Orchestra – just go to popular and listen to everything, all of it’s great. You’ve probably already heard Libertango and Oblivion without me, they are ubiquitous, so I’m attaching Angel’s Dance (Milonga del angel) in the comments.

Chris Pratt’s Race Against AI in “Mercy”: A Cinematic Journey | February 10 2026, 16:24

We went to see the movie Mercy with Chris Pratt yesterday. Bekmambetov! His “screenlife” format has finally been expanded into a $50 million blockbuster and stuffed into IMAX. The guy really did well. First, he made six Yolki movies, and then, bam – he broke out and even started to produce something decent. (We were alone in the theater in super comfy motorized chairs. Empty halls — that’s pretty much the norm for the last many years. I don’t know how cinemas even break even. Even the bar was closed, it only works on weekends when more than two people show up to a hall)

So, the plot. The near future. The justice system is maximally optimized: instead of jurors and years of appeals — an impartial AI. The main character (Chris Pratt) is accused of brutally murdering his own wife. The evidence against him is significant, and society demands blood.

He is placed in a high-tech chair and given 90 minutes. This window” for defense — the time in which he must convince the algorithm of his innocence. If after an hour and a half the guilt probability” scale doesn’t drop below a critical threshold — he will be executed right there. Everything happens in real time, the movie runs for 90 minutes.

In the era of neural networks, this seems very timely. Screenlife here is ideal: we see the evidence and the world through the system’s eyes via cameras and browsers. Chris Pratt and Rebecca Ferguson on screen — always a plus.

However, what causes doubt is the attempt to crossbreed a hedgehog with a snake. Screenlife is good for its chamber feel, but here they sell us IMAX 3D, explosions, and chases, although 95% of the time the hero just sits in a chair.

Classic cinema for streaming. Not bad. On the couch with pizza on a Friday night — it’ll be great, there’s a solid detective story. Your brain might explode from the overload of details. Big question whether it’s worth paying for an IMAX ticket to watch Pratt watching a monitor… Who knows. There are some action scenes here and there, and they’re pretty good, but only occasionally.

Overall, detective fans should like it. From the plot, it’s clear they won’t fry the guy in the chair at the end of the movie, the question is how he’ll manage to wriggle out of it.