Agency Discussion and Reviews

[Ayasaki]

Use a larger embedding and multi-crop will help.

I'm not sure that note was meant for me? My commentary was mostly about PokerBrah's version. Mine is alright. The flaws should not have anything to do with embedding size.

The flaws are:

• human based deception: webmaster uploads an image reused elsewhere, chain reaction of incorrect association. Girl uses entirely new images (Jiwon vs Ariana). - (Sarah vs Marianna).

• text messages: the little text blurbs look like other text blurbs and this causes a chain reaction (before cleanup.jpg is an example). Cleanup is minor but I don't have a filter to successfully de-rank obvious text message screenshots. An attempt was made in the past, but it did not work and just going direct to the folder, deleting, and re-running is time effective in the short run (after cleanup.jpg is the result).

• incomplete records and laziness: unfortunately, not a time traveler so I can't fix missing records. I also thought of dates well after doing this so some dates are guesses or lies based on the dates the files were originally saved. Since this is just for myself mostly, I've been ok with that, but it is why I was pointing to interest in archival services because they can help fill in some of those blanks. But cross referencing it with forum comments is tedious, so I don't recommend it unless you can solve that.

One other problem was fixed in the course of writing this reply though haha. It wasn't handling avif if I pulled the image from outside of the system (it worked within already converted images). But I finally went back to research a bit and learned avif was added to PIL in version 11.3.0 and I was on version 11.1.0. But regardless, I just gained an extra low effort improvement, so indirect thanks haha.

I'm rooting for your version to continue to become superior over time I do not recommend the ai summaries. But see what your fellow NOVA comrades think about that.

[Bagbacker]

Was greeted by a young beautiful girl, similar to the pictures but you could tell it was slightly photoshopped. Didn't matter to me, I had planned to spend an hour hearing it was only going to be a half-hour session because she was busy that day. Had a shower standing with her with some mutual touching.

Headed back to the room and started with light kissing. We got rid of the towels and got to work. Enjoyed some BBBJ followed by DATY. She seemed responsive but this lasted about 5 minutes at most. Put on a hat and enjoyed MISH followed by DS to finish. I had a pretty good chemistry with her, unlike most Latinas. She had a light conversation after, she is visiting the states for 1 weeks. Wouldn't mind running it back although its a bit pricy. Still she was hot enough to make it worth the visit!

[PokerHobby]

She opened the door was dressed in a tiny two piece bathing suit type outfit with high heels. She looked amazing and planted a kiss on me and told me to come in and get comfortable. We chatted for a bit and then I told her I should freshen up and left the gift before going to the rest room. I returned to find her standing by the bed and she ripped the towel off and immediately went down on me for an amazing BBBJ with Deep Throat action, spitting, dirty talk, BLS. She then stood up and turned around and we started to make out while she rubbed my cock between her ass crack while I kissed her DFK. Wrapped up and jumped on the bed for an amazing cowgirl and reverse cowgirl and then she told me it was time for me to fuck her ass. Changed wrappers and she assumed doggie behind the bed and entered slow and she urged that I go faster and deeper. As we both groaned she started pushing back and meeting my thrusts till I popped. Cleaned up and we chatted for a bit about the business. Then The date was amazing and I will definitely try to see her again.

[ElectricWind]

I use mine mainly to look up girls to fuck and I used to manually check 5-6 sites for candidates but now I just run data collection when I want to see who's new and looks good.

Def buggy but not broken, just some annoying bugs that doesn't affect the core functionality.

There are some maintenance required. Sometimes I sit down to fix a few bugs that are annoying but the core needs to show me new girls I can fuck is working.

Too many thumb nails and there were some orphaned pics as one of them.

Picture match didn't always work, work for many but failed on Jiwon and Ariana. See below..

This is probably the most useless project I have ever done, but I had a lot of fun, LOL.

Talking about image matching. I'm detecting if a picture contains a person or not, cause a lot of screenshots and other images. A naive first attempt was to detect if there is a face in the pic. Then I find Runa (https://www.angelbaby88.com/models/runa) who has no faceSo I had to get a real model to detect a person.

Once you know it's a person's picture, then you need augment (crops etc), embed it and search in your vector db to see if there is a match. Larger embedding helps. More augmentation helps. What method are you using? 80% sounds very low.

[ElectricWind]

Good work brother man. Link? Or is this website a local instance on your machine only?

It's local development. I'll post some info for you guys from time to time.

[ElectricWind]

I only have like 3 days of data, so the work history is not very interesting yet. Hopefully it will get better. I feed the work history and profile to an llm to create a summary and witty comments. If you guys like it, I'll post it when I see something. I have not met the girl, so it is not a recommendation.

AI Summary for Misa:

Misa just hopped from Pleasure Palace to Sweet Baby Club like she's auditioning for a reality show, except instead of dancing, she's doing the strip thing with her D-cup assets and 240/30-min rates that make you question your life choices. She's basically the new arrival who got booted out faster than a bad TikTok trend—now she's back in action at Sweet Baby Club where she'll probably stay until someone offers her better rates or a better vibe 💅 Who knows how long this fresh meat will last, but she's definitely here for the ride! CURRENTLY HERE at Sweet Baby Club.

Work History:

Sweet Baby Club as "Misa" (2025-11-30 to 2025-12-01,1 days).

Pleasure Palace as "Miyu" (2025-11-30 to 2025-12-01,0 days).

This summary is AI-generated for entertainment only. Take it with a grain of salt.

AI Summary for Ema:

Ema's got that classic "I just rolled into town and already changed jobs twice" energy, hopping from Firefox Club to AsianButterfly like she's auditioning for a role in a reality TV show about sex worker life hacks. She's got the measurements of a Barbie doll (34 C, 5'1", 90 lbs) and the pricing strategy of someone who thinks they're worth more than their actual experience—$240 for 30 minutes? Honey, even your grandma could do better at a strip club 😅. Currently, she's back in action at AsianButterfly, so if you're feeling adventurous and want to see what all the fuss is about (or just get confused by her sudden rebranding), she's ready to serve up some spicy vibes!.

Work History:

AsianButterfly as "Ema" (2025-12-01 to 2025-12-01,0 days).

Firefox Club as "Sena" (2025-11-28 to 2025-12-01,3 days).

This summary is AI-generated for entertainment only. Take it with a grain of salt.

[ElectricWind]

Mine is pretty bad if I give it freedom below 90%, so by default I don't consider it. But at times like this expanding on it shows 80% is useful sometimes (example1) but it's just terrible on average so I can't afford to consider it a default (example2). If I recognize it, I just cheat and drop an image in to make a future comparison easier.

The same name thing could be helped with IDs or dates. But still sometimes, human intervention over automated perfection is more realistic. Sometimes it is the humans at fault anyway. Like SBC Rin and Amane had the same image in their profile sections when they were listed, so it caused matches for both girls, even though I am pretty sure the image belonged to Amane.

You keep doing your thing though, you've got excellent ideas that I wouldn't touch on like the UI, the notes, and the similarity search being run initially. Same thing with ElectricWind.

By the way, you have no notes on Yaya (NYAngelSpa Qiqi), I thought she's worth seeing imo even if she's not a BBFS candidate.

Use a larger embedding and multi-crop will help.

[ElectricWind]

I use mine mainly to look up girls to fuck and I used to manually check 5-6 sites for candidates but now I just run data collection when I want to see who's new and looks good.

Def buggy but not broken, just some annoying bugs that doesn't affect the core functionality.

There are some maintenance required. Sometimes I sit down to fix a few bugs that are annoying but the core needs to show me new girls I can fuck is working.

Too many thumb nails and there were some orphaned pics as one of them.

Picture match didn't always work, work for many but failed on Jiwon and Ariana. See below.

These 2 pics looked visually the same but image match failed while it picked up many other girls. Just fine. This was like 50% match, too low than my 80% match threadshold.

https://static.wixstatic.com/media/8.../v1/fill/w_886, h_1092,q_90,enc_avif, quality_auto /80 b714_d8 f8103 fd32 a476 fb41 a7823 e0717 bfe mv2. Jpg.

https://images.squarespace-cdn.com/c...24c3219/Weixin+Image_20251117210006_4022_170. Jpg? Format=1500 w.

Picked up Anna. Firefox and Koharu ppc easily despite the watermark on the ppc pic.

I don't report the pussy lineage of where the girl's been yet but the similarity match has their linkage. There is one thing I need to do and that is if the SAME name show up at the same spa. Need to do more sophisticated check to see if the spa simply re-used the name. Many just kick out an exception whenever a existing name show up I guess. That would be annoying since NYC re-use a lot of names. Or just use pics to augment the match a little more.

I may start crawling Canada to see the upcoming girls too.

Right, similarity search itself can be quite technical. I'm just using FAISS with multi-crop. I have the major NY shops and Nova shop done. I'm still testing it, but looks like the algorithm can merge some of the girls, like Lila and Ayumi, Aki and Ak, Bunny, Ema and Sena etc. There is still room to improve.

[PokerBrah]

Mine is pretty bad if I give it freedom below 90%, so by default I don't consider it. But at times like this expanding on it shows 80% is useful sometimes (example1) but it's just terrible on average so I can't afford to consider it a default (example2). If I recognize it, I just cheat and drop an image in to make a future comparison easier.

The same name thing could be helped with IDs or dates. But still sometimes, human intervention over automated perfection is more realistic. Sometimes it is the humans at fault anyway. Like SBC Rin and Amane had the same image in their profile sections when they were listed, so it caused matches for both girls, even though I am pretty sure the image belonged to Amane.

You keep doing your thing though, you've got excellent ideas that I wouldn't touch on like the UI, the notes, and the similarity search being run initially. Same thing with ElectricWind.

By the way, you have no notes on Yaya (NYAngelSpa Qiqi), I thought she's worth seeing imo even if she's not a BBFS candidate.

I don't usually see Chinese girls unless they are def confirmed 20's. No one really wrote about her in NYC and I wasn't going to go try her. LOL.

I need to investigate why it won't pick up Ariana / Jiwon. Maybe too much plastic! Haha.

I see a few sites that I didn't crawl, I will add them. Anna I knew about but forgot about in Falashing! Mostly outcall useless pics, probably why I didn't want to do Falashing in the first place but I added it cuz 13 and Coco have real pics at times.

Also, wtf is up with Angebaby on the 4th website SweetBabyClub. Are they spamming T.E.R with too many fake reviews and they are just getting banned? Fucking stupid. haha

This is a fun project that was in the mind for a long time. I am just having fun with it and making it easier for me to track down some hot pussies for me and the NYC boys

[JonFisher]

After hearing one too many stories of brave mongers fooled by name-shifting J-girls, I decided it was time for pussyDB. It automatically scrapes shops, saving photos, aliases, prices, and all the stats. Upload a pic, and boom you get every identity that girl has used, which shops she's jumped between, and her full history. It even links profiles through image matching (with manual fixes when needed). Should I keep working on this or is it a waste of time? The work is inspired by PB's pioneering work.

Will this work on IG and snap also?

[ButtersStotch]

The pictures of Suzi are her but with some filters applied. Her skin is darker, and I think the filters glammed up her face and shrunk her head in proportion to the body, making her seem taller. In person she is very short. But most importantly, the filters do not convey how phat her ass is for her frame.

She had me waiting outside in the cold for longer than I would've liked, and her room was disheveled. But she was wearing a sexy black one piece lingerie and after we got the donation out of the way she bent over the edge of bed showing off her ass, causing me to lose all sense of rationality. I plunged in and bounced her tiny body around, going through the various positions until I blew my load inside her.

- Her BBBJ is just okay. I would've liked more spit and enthusiasm.

- Not very GFE. While I did instigate some DFK, it did not seem like something she wanted to do.

- I felt rushed throughout the session.

- Communication was a challenge. Usually, the ladies can figure things out from my gestures and the session goes smoothly, but with Suzi, we had to rely on the translator app.

- that ass is really great to grab onto.

Overall, I had a good time. Not sure about a repeat though.

[Ayasaki]

Picture match didn't always work, work for many but failed on Jiwon and Ariana. See below.

These 2 pics looked visually the same but image match failed while it picked up many other girls. Just fine. This was like 50% match, too low than my 80% match threadshold.

There is one thing I need to do and that is if the SAME name show up at the same spa. Need to do more sophisticated check to see if the spa simply re-used the name. Many just kick out an exception whenever a existing name show up I guess. That would be annoying since NYC re-use a lot of names. Or just use pics to augment the match a little more.

Mine is pretty bad if I give it freedom below 90%, so by default I don't consider it. But at times like this expanding on it shows 80% is useful sometimes (example1) but it's just terrible on average so I can't afford to consider it a default (example2). If I recognize it, I just cheat and drop an image in to make a future comparison easier.

The same name thing could be helped with IDs or dates. But still sometimes, human intervention over automated perfection is more realistic. Sometimes it is the humans at fault anyway. Like SBC Rin and Amane had the same image in their profile sections when they were listed, so it caused matches for both girls, even though I am pretty sure the image belonged to Amane.

You keep doing your thing though, you've got excellent ideas that I wouldn't touch on like the UI, the notes, and the similarity search being run initially. Same thing with ElectricWind.

By the way, you have no notes on Yaya (NYAngelSpa Qiqi), I thought she's worth seeing imo even if she's not a BBFS candidate.

[PokerBrah]

She calls me Amore, not Papi. I was low key disappointed but she fucks like a champ. I love fucking her hard in doggy. Never pulled her hair though but she looks back wanting me to always fuck her harder.

Had short session but she made the most out of it. She is super friendly giving out the J-gril service which I'm shocked!! What an amazing hispainc girl. She speaks decent English but we still need a bit translator. She's extremely toned, probably a pro. She has a nice skinny legs with a E size cup I would say. Although it is mm but it is super soft. I had to complient her surgent that she pick a great one. Most of the time the mm tits are rock hard but not hers. For the main event we started with missionary and cg. Her mm tits bouncing in both those positions was a sight to behold. From there moved to doggy. I have to tell you, Emma has one of the best looking and firm asses I have ever come across. I pounded her hard in this position while I pulled her hair and spanked her. I was starting to get to the edge of climaxing so I I asked for standing doggy in front of the mirror so I could see her face while I continued to fuck her from the back hard. Kept spanking and pulling that long hair of her in the standing doggy position. I knew I was about to climax so I quickly pulled off the condom as I CIM. Sucked me dry and swallowed as well which was hot. Collapsed in bed after and chatted for a few as we caught our breath.

[PokerBrah]

I understand your pain now. That certain website is a fucking cluster of fuck. AI shakes its head and I had to give up. Holy fuck!

I use mine mainly to look up girls to fuck and I used to manually check 5-6 sites for candidates but now I just run data collection when I want to see who's new and looks good.

Def buggy but not broken, just some annoying bugs that doesn't affect the core functionality.

There are some maintenance required. Sometimes I sit down to fix a few bugs that are annoying but the core needs to show me new girls I can fuck is working.

Too many thumb nails and there were some orphaned pics as one of them.

Picture match didn't always work, work for many but failed on Jiwon and Ariana. See below.

These 2 pics looked visually the same but image match failed while it picked up many other girls. Just fine. This was like 50% match, too low than my 80% match threadshold.

https://static.wixstatic.com/media/8.../v1/fill/w_886, h_1092,q_90,enc_avif, quality_auto /80 b714_d8 f8103 fd32 a476 fb41 a7823 e0717 bfe mv2. Jpg.

https://images.squarespace-cdn.com/c...24c3219/Weixin+Image_20251117210006_4022_170. Jpg? Format=1500 w.

Picked up Anna. Firefox and Koharu ppc easily despite the watermark on the ppc pic.

I don't report the pussy lineage of where the girl's been yet but the similarity match has their linkage. There is one thing I need to do and that is if the SAME name show up at the same spa. Need to do more sophisticated check to see if the spa simply re-used the name. Many just kick out an exception whenever a existing name show up I guess. That would be annoying since NYC re-use a lot of names. Or just use pics to augment the match a little more.

I may start crawling Canada to see the upcoming girls too.

[PokerBrah]

Just like social security did for us, I am able to build a work history for the girls.

The stable version only started from yesterday, the history only go as far as yesterday.

For example, my gf Minami's work history is as attached. She's as pure as a bottled water. Worked for ffc, and terminated yesterday. Continue to work for swc.

As I run this for longer, I'll be able to construct a work history for every girl and even social security will blush. All the shops they worked for, gaps between jobs, everything will be recorded.

And yes, you will see all the names they used.

LOL. Looks awesome.