According to engadget, a Bloomberg investigation has revealed that Amazon reported over 1 million instances of AI-related child sexual abuse material (CSAM) to the National Center for Missing and Exploited Children (NCMEC) in 2025. The “vast majority” of the 1+ million AI-related CSAM reports NCMEC received last year came from Amazon, which found the material in its AI training data. Fallon McNulty, executive director of NCMEC’s CyberTipline, called the volume an “outlier” and said Amazon’s reports are “inactionable” because the company won’t disclose where the data came from. Amazon stated it obtained the content from external sources used to train its AI services, removed it before training, and aimed to “over-report” to avoid missing cases. This surge is staggering compared to 2024’s 67,000 reports and 2023’s 4,700.
The unanswered question
Here’s the thing that’s just screaming for attention: Amazon says it can’t provide details on the source. That’s a massive red flag. The CyberTipline isn’t just a suggestion box; it’s where actionable data gets sent to law enforcement. By not saying where this mountain of horrific content came from, Amazon has basically handed NCMEC a pile of evidence with no case number, no leads, nothing. It’s useless. So what’s really going on? Is the source so legally fraught or embarrassing that silence is the better option? Or does revealing it expose a gaping hole in their data sourcing practices that they can’t afford to admit? Either way, the lack of transparency here is more damning than the initial discovery.
A systemic AI problem
This isn’t just an Amazon problem, though their scale makes it terrifying. It’s a flashing neon sign pointing at the entire, breakneck industry of AI training. Companies are scraping the darkest corners of the public web, hoovering up petabytes of data to feed their hungry models, and apparently doing a horrifically bad job of filtering it. The explosive growth in reports—from 4,700 to over 1 million in two years—tells you everything. The safeguards are failing, or more likely, were never truly built to handle this scale and this type of evil. And while the focus is on training data, let’s not forget the other side: AI chatbots are already implicated in real-world tragedies with teens. The whole ecosystem is proving to be dangerously unstable when it interacts with the real world, and especially with young people.
What does “over-report” mean?
Amazon’s statement that it aimed to “over-report” is a fascinating piece of corporate messaging. On one hand, you could read it as extreme caution. On the other, it feels like a pre-emptive defense. If you later get caught with CSAM in a model, you can point back and say, “Look, we were so careful we even reported the iffy stuff!” But it also raises a practical question. If you’re flooding the system with a million “inactionable” reports, are you helping or are you actively clogging the very system designed to protect kids? You’re creating noise that could drown out real, actionable signals from other companies. It seems less like a safety measure and more like a liability shield.
The inevitable reckoning
So where does this leave us? The lawsuits are already flying against OpenAI, Character.AI, and Meta for harms related to AI and young users. Amazon’s data scandal adds a massive, foundational layer to that legal threat. If you can’t vet your training data, you can’t guarantee the safety of your model’s outputs. It’s that simple. Regulators and lawmakers, who’ve been slow to catch up, now have a crystal-clear, million-example case study of why this industry cannot be left to police itself. The era of moving fast and breaking things is crashing headfirst into the one area where society has zero tolerance for failure. The cleanup is going to be ugly, expensive, and long overdue.
I’ve been messing around on Craybet for roughly a couple months and figured I’d share what I think because there’s not much discussion about them on here. Signed up after seeing an ad and registration was like 90 seconds. Min deposit was $10 which is pretty standard. They threw in a welcome bonus — matched my first deposit 100% up to 500 and 50 free spins on Sweet Bonanza. Playthrough requirements were 35x and that isn’t amazing but I’ve dealt with worse.
Game selection is honestly pretty solid. You’ll find stuff from Pragmatic Play, Betsoft, plus Microgaming — so like Gates of Olympus, Starburst, that kind of thing. Somewhere around 1500-2000 slots total if you count everything. Live dealer stuff runs on Evolution which is smooth — tried blackjack and Crazy Time with actual croupiers and it worked great.
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Mobile experience on Craybet on mobile worked better than expected. No dedicated app — the web app is responsive and all the games load without issues. Was playing Book of Dead in bed and didn’t notice any performance issues.
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Game selection is bigger than I expected. They’ve got stuff from Pragmatic Play, NetEnt, and Microgaming — so like Book of Dead, Gonzo’s Quest, all the popular ones. Probably close to a couple thousand titles including table games. Live casino uses Evolution and it’s quality — played some blackjack and Crazy Time with real dealers and it worked great.
Tbh the thing I wasn’t thrilled about was how long cashouts take. Tried cashing out with Bitcoin and waited like a day and a half for my first withdrawal. Once you’re verified though it was faster. Payment options include credit cards, Skrill, Neteller, and BTC so that covers most bases. I’d check out their current offers over at [url=https://svnewtech.com]Craybet review[/url] before you sign up.
Mobile experience on Craybet on my phone is actually smooth. I didn’t find a native app though the mobile site loads fast and slots and live games work fine. Was playing some slots on my commute and no problems.
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Their slots catalog is honestly pretty solid. You’ll find games from Pragmatic Play, Betsoft, plus Microgaming — so like Book of Dead, Gonzo’s Quest, that kind of thing. I’d guess maybe a couple thousand titles including table games. Live dealer stuff uses Evolution and it’s smooth — played some roulette and Lightning Roulette with actual croupiers and zero lag issues.
Tbh the thing that kinda bugged me was how long cashouts take. Withdrew via Skrill and it took about 48 hours the first time. After that though it dropped to like 24 hours. They accept credit cards, e-wallets like Skrill and Neteller, and crypto which is most bases. I’d look at the full bonus details over at [url=https://svnewtech.com]Craybet live casino[/url] to see for yourself.
Mobile experience on Craybet from my iPhone worked better than expected. No dedicated app though the browser version loads fast and all the games load fine. Was playing some slots on my commute and no problems.
Support at Craybet is alright — they have live chat that gets you a person pretty quick when I’ve used it. I contacted them about my verification docs and they sorted it pretty quickly. Not sure about Curacao-based from what I can tell and that’s what most US-friendly sites. Not everything is amazing — wish they had more payment options — but as a daily player I keep coming back.
I’ve been using Craybet for about two months now and figured I’d share my experience because there’s not a ton of talk about them on here. Registered after seeing an ad and registration literally took a couple minutes. Starting deposit was ten bucks which is about what you’d expect. They threw in a welcome bonus — matched my first deposit 100% up to 500 plus fifty free spins on Gates of Olympus. Wagering was 35x and that is kinda average but I’ve dealt with worse.
Their slots catalog is decent honestly. You’ll find games from Pragmatic Play, Evolution, and Big Time Gaming — meaning Book of Dead, Starburst, the usual heavy hitters. I’d guess maybe a couple thousand titles including table games. The live dealer section uses Evolution which is smooth — tried baccarat and Crazy Time with actual croupiers and zero lag issues.
Now the one thing that kinda bugged me was how long cashouts take. I used Skrill and waited about 48 hours the first time. Once you’re verified though it dropped to like 24 hours. You can use Visa, Mastercard, Skrill, Neteller, and crypto which covers most bases. You can check out the full bonus details on svnewtech[/url] before you sign up.
Using Craybet from my iPhone is actually smooth. No dedicated app though the web app is responsive and slots and live games work fine. Was playing Book of Dead on the bus and didn’t notice any performance issues.
Customer service on Craybet has been okay — there’s a chat widget that gets you a person within a few minutes usually. Reached out once about a bonus that didn’t credit and got it fixed same day. Licensing is Curacao-based from what I can tell which is typical of US-friendly sites. Not everything is amazing — the bonus wagering could be lower — but for what it is I keep coming back.
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Game selection is decent honestly. They’ve got titles from Pragmatic Play, NetEnt, and Big Time Gaming — so like Gates of Olympus, Starburst, all the popular ones. Somewhere around a couple thousand titles total if you count everything. The live dealer section runs on Evolution and it’s quality — tried blackjack and Crazy Time with actual croupiers and it worked great.
Now the one thing that kinda bugged me was payout speed. Withdrew via Visa and waited almost two days the first time. Once you’re verified though it dropped to like 24 hours. You can use Visa, Mastercard, Skrill, Neteller, and crypto so that covers most bases. You can look at the full bonus details over at [url=https://svnewtech.com]Craybet review[/url] if you’re interested.
Using Craybet on my phone is actually smooth. No dedicated app — the mobile site is responsive and all the games load fine. I played Book of Dead on the bus and didn’t notice any problems.
Support at Craybet is decent — there’s a chat widget that gets you a person within a few minutes usually. Had to ask about my verification docs and they sorted it within hours. I think they’re Curacao licensed and that’s what most offshore casinos. Not everything is amazing — wish they had more payment options — but for what it is it does the job for me.
So I’ve been messing around on Craybet for about two months now and wanted to share what I think since there isn’t many posts about it in this forum. Signed up randomly one night and registration was like 90 seconds. Min deposit was $10 and that’s about what you’d expect. Got a sign-up bonus — 100 percent match to $500 and 50 free spins on Sweet Bonanza. Playthrough requirements were 35x and that is kinda average but it’s manageable.
Their slots catalog is decent honestly. There’s games from Pragmatic Play, Evolution, plus Play’n GO — so like Book of Dead, Gonzo’s Quest, that kind of thing. Somewhere around 1500-2000 slots total if you count everything. Live dealer stuff is powered by Evolution and it’s quality — tried roulette and Lightning Roulette with real dealers and had no complaints.
One thing that kinda bugged me was how long cashouts take. Withdrew via Bitcoin and it took about 48 hours the first time. Second time around it dropped to like 24 hours. You can use credit cards, e-wallets like Skrill and Neteller, and BTC which is pretty much everything you’d want. You can look at what they’ve got going on over at CrayBet if you’re interested.
Mobile experience on Craybet on mobile worked better than expected. No dedicated app though the browser version runs well and slots and live games work no problem. Played a few sessions in bed and had zero lag or glitches.
Support at Craybet has been decent — there’s a chat widget that actually connects in under five minutes usually. Had to ask about a pending withdrawal and got it fixed same day. Not sure about Curacao licensed which is typical of offshore casinos. Not everything is amazing — the bonus wagering could be lower — but overall it does the job for me.
Bazzico dentro a Crazy Time da circa tre mesi, quindi qualcosa posso dirla. Il motivo per cui ci sono finito e la roba con i croupier veri: hanno praticamente l’intera scuderia Evolution, dai blackjack classici alle ruote tipo Monopoly Big Baller. Le slot le gioco poco, ma il catalogo e enorme, sui 2000 e qualcosa slot di Pragmatic, NetEnt, Play’n GO e Yggdrasil.
I classici ci sono tutti: Gates of Olympus, Book of Dead e un po’ di Megaways. Cosa utile e che quasi tutto gira in demo, l’ho usata un bel po’ prima di mettere soldi veri. Per la ruota in particolare si trovano i numeri degli ultimi giri, cosa che serve piu per curiosita che altro, perche qualsiasi strategia resta un’illusione. Lo dico perche sul forum qualcuno ci spende cifre.
Sul fronte bonus su Crazy Time e onesto senza gridare al miracolo: 100% fino a 300€ con 100 free spin, requisito di puntata 35x che per il mercato e standard. Danno anche qualche giro senza deposito se verifichi i documenti, niente di clamoroso ma e gratis. Deposito minimo 10€ e la registrazione mi ha preso cinque minuti. Se vuoi controllare le condizioni attuali dai un occhio a [url=https://alkobtan.com/guide]crazy time info[/url] prima di registrarti.
Pagamenti: Visa e Mastercard, Skrill, Neteller piu Bitcoin. Il primo cash out e andato lungo, due giorni per via della verifica, dopo invece e stata questione di ore. La cosa che mi ha dato piu fastidio e che il bonifico resta lentissimo, quattro giorni.
Da telefono funziona bene, si usa senza app, solo che un’app vera e propria su iPhone non l’ho trovata. La chat di Crazy Time parla italiano, una volta ho aspettato un quarto d’ora, e la licenza e Malta il che per chi gioca da qui e sufficiente.
Mostly a reader, rarely post, but I figured I would share what I look at before signing up anywhere. After a few bad experiences I learned to read the small print first.
First thing is the licence: check who regulates the site, and if your country is on the allowed list. Next come deposits and withdrawals: I want at least one fast e-wallet option, and cashout times should be listed up front.
The welcome offer is where most people get caught. Wagering of 35x or 40x is normal, and live tables often do not count at all. A useful overview with bonus rules, app info and payment methods is here [url=https://admin.phacility.com/F644052]Pure Casino[/url] before you deposit anything.
Most of my sessions are on mobile, so I check how the lobby works on a small screen. Ask support one simple question first: slow or scripted answers usually mean trouble later.
That is about it. Set a budget and stick to it.
I’ve been playing at Trino for a good few months, mainly late at night, so read this as one punter’s view. Registered after a thread on another forum, and sign-up took under five minutes — email, password, done, although you do need verification before the first payout, which is normal.
The lobby is genuinely big — around 3,500 games if the filter count is honest. Pragmatic Play is everywhere, so expect the usual — Gates of Olympus and Sweet Bonanza front and centre. Play’n GO brings Book of Dead and Reactoonz, plus a decent chunk of NetEnt, Yggdrasil and Big Time Gaming in there too. My go-to is the Megaways section if I’ve got patience.
The welcome offer on Trino Casino is a 100% match to ?300 with 150 spins, split across your first two top-ups. Wagering is 35x on the bonus, which is fair enough by 2026 standards. Minimum sits at ?20. They also run a small no deposit thing if you sign up to emails — it’s not always live, so it’s worth a check the latest offers over on [url=https://aussiepuffsupply.com/trino-casino-registration-steps-for-uk-players/]trino casino apk[/url] if you’re keen.
Withdrawals are the bit that matters, and here Trino Casino has been fine. Cashed out a few hundred to Neteller a fortnight ago and it cleared next morning. Debit cards work, e-wallets are quicker, plus there’s Bitcoin for anyone who bothers. My gripe: card withdrawals dragged on for nearly a week initially.
Live chat is 24/7 and the people there answered properly, though the first reply took a while during peak hours. The live section runs on Evolution, so actual dealers, decent table limits for UK players, and Crazy Time for the game-show crowd — I don’t, much. There’s no dedicated app, only the mobile site, which is fine on iPhone though sometimes logs me out mid-spin.
Been playing on Lottoland since the start of summer, so I have had enough time to form a real opinion. Originally came for the lottery side, but ended up staying for the casino as well. The Lottoland catalogue covers more ground than I expected, with both lottery products and a full casino lobby.
Software comes from Pragmatic Play, NetEnt, Play’n GO and Blueprint. Gates of Olympus and Starburst are both here, though the selection is not as vast as a pure casino site. What makes it different is the lotto side: EuroMillions, PowerBall, MegaMillions and about forty others, with jackpots sometimes exceeding a billion. Instant win titles round things off.
The welcome offer on the platform is region specific: typically a discounted first bet on a lottery draw. Deposit matches for the casino show up now and then, though the lottery promos are more frequent. Latest offers and any active codes should be verified at [url=https://alkaderia.com.bd/lottoland-arvostelu-kattava-katsaus-suomalaiselle-pelaajalle/]lottoland[/url] before you sign up. Rollover requirements are typical for the industry.
You can start with as little as a pound: one pound for lottery bets, ten for casino. The usual cards plus PayPal are accepted. Withdrawals to PayPal came through within a day, bank transfers ran the usual few days. Document check went smoothly — uploaded a driving licence and a bank statement, done in a few hours.
The app is available on both iOS and Android, which is well designed and runs smoothly. Draw results appear as they happen, and the slot section works well on the smaller screen. The help team is reachable through live chat, replies come within a few minutes. Dual licensed, Gibraltar and UK, so there is genuine oversight. Worth considering if the lottery side interests you.
Ben een paar maanden geleden bij Lalabet begonnen en niet gelogen dacht ik dat het weer zo’n doorsnee tent zou zijn. Het aanbod viel me alleen mee: ergens rond de 3000 slots volgens de tellers in het filtermenu. Pragmatic, Yggdrasil en NetEnt domineren wel een beetje, en de klassiekers zoals Book of Dead, Sweet Bonanza en Gates of Olympus zitten er gewoon tussen.
Waar ik de meeste tijd verlies is de live-sectie. Evolution levert dat stuk en dat merk je meteen: echte croupiers die af en toe Nederlands spreken, met Crazy Time en Monopoly Live erbij. De stream hapert bij mij nooit, ook op 4G in de trein.
Over de bonus: het is 100% tot 500 euro en 200 gratis spins, plus 50 no deposit spins bij verificatie. Je moet het 35 keer rondspelen, wat niet geweldig maar ook niet schandalig is. Ik heb het rustig doorgelezen op de site zelf, en de details staan gewoon netjes uitgelegd op [url=https://mybuddis.com/read-blog/17942]Lalabet Review – Online spelen in 2026: een praktische spelersgids[/url] mocht je het willen nakijken. Een account maken is zo gebeurd met een minimum van 10 euro.
Je kunt met iDEAL, Visa/Mastercard of e-wallets als Skrill en Neteller terecht, ook Bitcoin gaat er doorheen. Mijn cashout bij Lalabet was na anderhalve dag binnen, via Skrill zelfs sneller. Dat vond ik wel jammer: de verificatie duurde onnodig lang, daarna ging alles vlot.
Klantenservice zit in een chatvenster, meestal reageert er binnen een paar minuten iemand. De medewerkers van Lalabet spreken Nederlands, hoewel het soms wel copy-paste voelt. Er is geen download-app, het schaalt netjes naar je scherm dus dat mis ik eigenlijk niet.
Ze draaien op een Curacao-licentie, dus geen KSA-vergunning — dat moet je zelf afwegen. Ik heb er tot nu toe geen problemen mee gehad, maar ik speel dan ook met bedragen die ik kan missen.
Siedze tu od jakichs czterech miesiecy, wiec chyba moge cos napisac. Wszedlem tu z polecenia znajomego, ktory wczesniej obstawial gdzie indziej. Wybor gier w 888starz jest ogromny — mowimy o ponad 4000 automatow, choc nie oszukujmy sie wiekszosci i tak nikt nie tknie. Play’n GO, Pragmatic i Yggdrasil dominuja, Gates of Olympus i Book of Dead siedza na gorze listy popularnych.
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Kasyno na zywo stoi na Evolution i naprawde czuc roznice. Crazy Time, Lightning Roulette, blackjack — obraz nie tnie nawet na LTE. Brakuje polskiego krupiera, to minus. Z komorki gram najczesciej i nie ma zaciec, jest tez apka na Androida.
Support 888starz odpowiada po polsku choc czasem widac kalki jezykowe. Czekalem srednio 3-5 minut. Papiery maja z Curacao, co dla czesci osob bedzie minusem. Ja sie tym nie przejmuje, ale kazdy niech oceni sam.
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Sam gram glownie w Gates of Olympus i Sweet Bonanza, nic odkrywczego. Plus za to ze mozna odpalic demo bez zakladania konta, sprawdzilem tak ze cztery nowe sloty zanim wplacilem cokolwiek. Sortowanie gier niestety kuleje — po dostawcy da sie filtrowac, ale po volatility juz nie.
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Gram tu od wiosny, wiec mam prawo cos skrobnac. Znalazlem to przypadkiem, z prostego powodu — zmeczylo mnie weryfikacji ciagnacej sie w nieskonczonosc gdzie indziej. Sam lobby FieryPlay robi wrazenie objetoscia — cos ponad 2500 gier, glownie Pragmatic Play, Play’n GO, NetEnt i troche Yggdrasil i paroma rzeczami od Big Time Gaming.
Sam najwiecej klikam Sweet Bonanza i Book of Dead, nic odkrywczego. Dobrze ze demo dziala bez logowania, polatalem po nowosciach zanim wrzucilem prawdziwa kase. Sortowanie gier natomiast mogloby byc lepsze — szukanie po nazwie dziala, reszta srednio.
Sekcja live oparte na Evolution i to czuc. Ruletka, blackjack, no i te teleturnieje typu Crazy Time — wieczorami potrafie tam zostac dluzej niz planowalem. Prawdziwi ludzie po drugiej stronie, po angielsku, polskojezycznego dealera brak — mnie to nie rusza, ale rozumiem ze kogos tak.
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Konto zrobilem w niecale trzy minuty, minimalna wplata 20 zl. Place karta, obok tego dzialaja Skrill, Neteller i krypto. Kasa wychodzi ida szybko na portfele, na karte czekalem trzy dni robocze. Weryfikacja za pierwszym razem — typowe papiery, przeszlo w jedna dobe.
Mobilnie gram bez aplikacji, dedykowanej apki brak, ale strona sie skaluje. Obsluga na FieryPlay odpisal mi po polsku dosc szybko, do dziesieciu minut, choc raz trafilem na kogos kto kopiowal gotowce z FAQ. Curacao, tak jak wiekszosc tego typu miejsc — nie MGA, wiec swiadomosc ryzyka po twojej stronie. Limitow na siebie nie ustawialem, ale opcja jest w profilu.
Thông tin rất hữu ích, cảm ơn chủ thớt.
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