New #J2C Certification:
The Linear Geometry of Interpretable Tokens: Jailbreaking Attacks and Defenses for Unlearned Diff...
Siyi Chen, Yimeng Zhang, Sijia Liu, Qing Qu

New #J2C Certification:
The Linear Geometry of Interpretable Tokens: Jailbreaking Attacks and Defenses for Unlearned Diff...
Siyi Chen, Yimeng Zhang, Sijia Liu, Qing Qu
Stanford study: 32% of cheaper AI models cost more in practice. Same model, identical query, 9.7x cost variance. Rate cards are fiction. Only 11% of enterprises forecast AI spend within 10%. #AI #pricing #tokens https://www.implicator.ai/cheaper-ai-models-cost-more-price-reversal-study/
Was früher bei mir der Internettarif oder Mobilfunktarif war, ist jetzt der Tokenverbrauch. Ich muss wirklich sparen, sonst geht mir Mitte der Woche die Luft aus. Ganz üble Sache. #Tokens #KI #AI
💰 $1.9B+ in crypto tokens unlock next month! Key projects like SUI, AVAX, DOT, SOL, NEAR, WLD, ENA, ZRO set for major releases. Watch tokenomics & supply closely! #crypto #tokens #blockchain
Leave a session idle for an hour, send one prompt, and watch the cost jump. There's a specific reason, and it has nothing to do with your prompt.
Automatic model routing sounds great until you see the bill. The engine picks the model, you pay its rate, and you barely get a say.
**Coin of the Day**
Civil War Patriotic Token (1861-65) Our Navy F-53/336a MS65 BN NGC
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#coins #coincollecting #NGC #ngccoins #ngccoin #tokens #civilwar #civilwartoken #gradedcoins #certifiedcoins #usnavy
"Now, as I enter these prompts, keep an eye on my live credit tracker" #ArtificialIntelligence #businessmodel #nickelodeon #coinop #tokens #cheesy
A research team rebuilt the entire Linux kernel in three weeks with 100 agents and $150,000 in tokens. The work didn't shrink. Something else changed.
Claude Code in one window, Copilot in another, Grok in a third. All useful, all billing. There's no dashboard anywhere that tells you what one task actually cost.
Cached input can cost a tenth of raw input, and long sessions are where you cash in. Swap models halfway through and that discount resets to zero.
Ataques a Entornos Cloud y Abuso de Tokens de Acceso IAM
Context compaction raises costs, so manage tokens carefully. #context #tokens #ai
Dr Hill reminds you that when playing a horror TTRPG, it is important to not lose your head. Or at least, if you do, to have a large syringe filled with glowstick fluid handy.
#TTRPG #Horror #Assets #Tokens #Battlemaps #Reanimator #Lovecraft
Забыли ли вы свои токены на мостах? StuckFunds ищет «зависшие» активы в 84 разных бриджах. Проверьте свой адрес (EVM, Solana, Sui) и верните упущенную прибыль из пула более $135M! #crypto #blockchain #bridge #web3 #tokens https://dappcrypto.org/r/nP
Here is that unsettling animated Yokai token from Shinya Tsukamoto's 1991 horror film Hiruko the Goblin you've been desperately waiting for.
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