#tokens — Public Fediverse posts

Ma vision de ce qu’on appelle « IA »

L’« IA » fait couler beaucoup d’encre en ce moment ; c’est bien normal. C’est un outil hors du commun, et on peut vite tomber dans une vision magique qui attise tous les fantasmes. Il me semble important de prendre un peu de recul et de réflexion, après une bonne expérimentation.

Je ne cherche à convaincre personne. Je donne ma vision, à partir de mon usage quotidien. J’y parle des vendeurs de miracle, du générateur statistique de tokens, et de l’image qui m’aide le plus à penser cet outil : une encyclopédie d’un genre nouveau.

L’article complet est sur mon site : https://atelier.clavelier.me/articles/ma-vision-de-ce-quon-appelle-ia/

#IA #LLM #IntelligenceArtificielle #Tokens

🤑 Salesforce blames its Claude addiction for denting profit margin guidance

“Roughly about six months ago we unleashed Claude in our R&D cycle. It's part of the reason we didn't raise margin guidance on the year because we're covering some of the token spend that we've got going. And the goal of that really was to, let's see what we could break”

https://www.theregister.com/ai-and-ml/2026/09/03/salesforce-blames-its-claude-addiction-for-denting-profit-margin-guidance/5294219

#claude #ai #tokens

FYI: Explaining tokens: Tokens are the units of text AI models read, write and bill by. How subword encoding works, why two vendors count the same sentence differently, what it costs. https://ppc.land/tokens/ #Tokens #AI #MachineLearning #SubwordEncoding #NaturalLanguageProcessing

ICYMI: Explaining tokens: Tokens are the units of text AI models read, write and bill by. How subword encoding works, why two vendors count the same sentence differently, what it costs. https://ppc.land/tokens/ #Tokens #AI #MachineLearning #NLP #SubwordEncoding

Explaining tokens: Tokens are the units of text AI models read, write and bill by. How subword encoding works, why two vendors count the same sentence differently, what it costs. https://ppc.land/tokens/ #AI #MachineLearning #NaturalLanguageProcessing #Tokens #SubwordEncoding

#Lowcode or #agentic development? #Both!

Choose the #development interface you prefer and get a reliable and cheap (in terms of #tokens consumed) app.

We are now looking for #testers for this new agentic interface. Contact me if interested!

FYI: Agents burn 5x more tokens than humans as Zapier traffic drops: Cached prompts account for more than 85% of agentic token spend, a cost line agencies now resell to clients. Agent usage grew 14x since February. Who pays it? https://ppc.land/agents-burn-5x-more-tokens-than-humans-as-zapier-traffic-drops/ #Marketing #PPC #Tokens #DigitalMarketing #Zapier

ICYMI: AI agents use five times more tokens than humans, OpenRouter data shows: AI agents consume nearly five times more tokens than human users, OpenRouter data shows, as Zapier and n8n traffic falls and token prices climb for marketers. https://ppc.land/ai-agents-use-five-times-more-tokens-than-humans-openrouter-data-shows/ #AI #MachineLearning #DataAnalysis #DigitalMarketing #Tokens

Zero Knowledge Proofs Aren’t Age Verification Silver Bullets

https://fed.brid.gy/r/https://www.techdirt.com/2026/08/21/zero-knowledge-proofs-arent-age-verification-silver-bullets/

Back then, the perennial excuse was, “My dog ate my homework”.

The modern #IT’s analogue is, “I ran out of #tokens”.

#LunchtimeLament

"The psychological and cognitive factors in LLM use are a growing field of serious research. One study found a significant correlation between confidence in AI output and belief in the paranormal. Multiple studies found a negative impact on learning, cognition and critical thinking with greater LLM reliance. New research suggests that reports of developers feeling demotivated and burned-out with extensive use may have some real truth behind them"

https://codemanship.wordpress.com/2026/08/12/ai-software-development-what-does-the-data-say/

#ai #llm #tokens

Is the industry ready for tokens-constrained work?

https://blog.alaindichiappari.dev/p/what-to-do-when-tokens-run-out

Comments: https://news.ycombinator.com/item?id=49319582

#HackerNews #tokens #work #industry #readiness #constraints #blockchain #innovation

Graft – Claude Code hooks that cut grep tokens by 42%

https://github.com/NanoNets/Graft

Comments: https://news.ycombinator.com/item?id=49299985

#HackerNews #Graft #ClaudeCode #grep #optimization #GitHub #tokens #reduction

AI crypto tokens are everywhere, but what do they actually do? 🤖🪙

From decentralized computing and AI agents to data marketplaces and model access, we break down the real use cases behind the hype.

https://blockmap.one/blog/what-are-ai-crypto-tokens-and-what-are-they-actually-used-for/

#AI #Crypo #Tokens #Agents

🎉 "Relay" race just got a whole lot "safer"! 🏃‍♂️ Apparently, everyone needs to "protect" these precious relays like they're the last slice of pizza at a tech conference. 🤦‍♂️ Welcome to the world where relays are now guarded by #tokens, because nothing says 'security' like adding yet another layer to your already tangled spaghetti stack. 🍝🔐
https://www.iroh.computer/blog/authenticated-relays #RelayRace #Security #TechHumor #CyberSecurity #SpaghettiCode #HackerNews #ngated

Watching your LLM bill grow in real time 💀

🪙 **token-visualizer** — Simulate LLM conversations and visualize token usage & cost

💯 Compare pricing models and watch per-turn costs grow

🦀 Written in Rust & built with @ratatui_rs

⭐ GitHub: https://github.com/epic-64/aic-visualizer

#rustlang #ratatui #tui #llm #ai #tokens #devtools

"People are finding it really hard to manage that #cost… (AI tokens) it's a non #deterministic output, so it's a #NonDeterministic #value," — Will Venters, associate professor of Digital Innovation and Information Systems at the London School of Economics

#AI / #tokens / #price <https://bbc.com/news/articles/c872r52x7jgo>

Mcptoon – MCP CLI client that cuts tool discovery tokens by 97%

https://github.com/activeing123/mcptoon

Comments: https://news.ycombinator.com/item?id=49253721

#HackerNews #Mcptoon #MCP #CLI #client #tool #discovery #tokens #efficiency #optimization

@TheJen

So say we all.. Yeah, pretty weird...

$2T spent thus far on AI Infrastructure build-out ( so I have read...), likely more.

Yet, no viable business model - that I have seen - on how to even recoup that - much less reap a profit...

..and yet here we are.... megacorps, oligarchs and billionaires throwing astounding amounts of cash at AI Infra build-out.

Millions of cube-dwellers bludgeoned into AI adoption by mid-managers, and now being asked to hold off - cause #tokens

*In the Depression, in the USA? Yeah. #deadmedia

*Those may not be behind us, but rather ahead of us. #AI #tokens

RE: https://bsky.app/profile/did:plc:fbikctgjmhx24lik4zecb2fu/post/3msfeqgghl22r

https://www.europesays.com/people/?p=128439 Jensen Huang’s Most Recent Statements on AI #AgentAI #AI #AICloud #AIDataCenter #AIReturnOnInvestment #BioNeMo #Blackwell #ComputingPower #Cosmos #CUDA #CUDAX #DataCenterRevenue #EdgeComputing #Hopper #HyperscaleDataCenters #IndustrialAndEnterpriseMarkets #JensenHuang #Jetson #MLPerfInferenceBenchmarkTests #Nvidia #Omniverse #PhysicalAI #profit #revenue #SemiAnalysisInferenceXBenchmarkTest #ShareholderReturns #tokens #VeraRubinArchitecture

Gemini «olvida» mucho antes de lo que Google promete: el millón de tokens no aplica al chat

Usuarios de los planes pagos AI Pro y Ultra denuncian que el chatbot comienza a perder el hilo de la conversación después de apenas 25-30 mensajes, muy lejos del límite de un millón de tokens que Google publicita. La diferencia entre la ventana de contexto del modelo y la del chat nunca se comunica con claridad (Fuente AndroidAutorithy).

Google vende sus planes pagos de Gemini con una promesa concreta: una ventana de contexto de hasta un millón de tokens, equivalente a 1.500 páginas de texto o 30.000 líneas de código. El problema es que esa cifra no describe lo que le pasa al usuario en una conversación real.

Usuarios en X y Reddit denunciaron que, si bien los servidores de Gemini pueden efectivamente ingerir un archivo estático masivo en el primer prompt, la memoria conversacional activa —el contexto dinámico del chat— parece estar severamente limitada, cayendo a un tope aproximado de 16.000 tokens, equivalente a unos 25 o 30 mensajes promedio. El resultado es que el modelo sufre de «amnesia» dentro de la misma sesión de chat, olvidando por completo instrucciones anteriores, bloques de código o restricciones que el usuario había establecido al inicio de la conversación.

La distinción técnica que Google no comunica con suficiente claridad es la diferencia entre la ventana de contexto del modelo y la del chat. En palabras del usuario de X @Soso_fun_yt, mientras el backend puede procesar archivos de gran tamaño en forma estática, la memoria dinámica de la conversación está embotellada en un límite mucho menor, lo que provoca el olvido progresivo. Algunos usuarios señalaron que la plataforma AI Studio sí ofrece la ventana de contexto correcta, pero esa no es la herramienta que usa la mayoría de los suscriptores.

La analogía que propone el artículo lo dice todo: es como si tu proveedor de internet anunciara una línea de 1 Gbps en su sitio web, sin mencionar en ningún lugar destacado que la velocidad de subida es de apenas 50 Mbps. Google sí publica información técnica sobre tokens de entrada y salida en su documentación para desarrolladores, pero esa información no llega al usuario promedio que paga su suscripción esperando lo que se le prometió.

Android Authority consultó a Google sobre la discrepancia entre la ventana de contexto del modelo y la del chat, y sobre si planea ofrecer información más prominente al respecto. La compañía no respondió al momento de publicación. Mientras tanto, quienes usan Gemini para proyectos largos o conversaciones técnicas extendidas deberían saber que el millón de tokens es, por ahora, más un horizonte teórico que una realidad práctica de uso diario.

Chainlink token surges 29% as community dubs LINK the true ‘bank coin’ - Zach Rynes, also known as “ChainkLinkGod,” said that XRP is a “banker-th... - https://cointelegraph.com/news/chainlink-token-surges-29-percent-link-true-bank-coin #communitymembers #chainlink #altseason #memecoin #tokens #xrp

Crypto community marks 10-year Ethereum ICO anniversary with global events - The Ethereum initial coin offering launched on July 22, 2014, marking th... - https://cointelegraph.com/news/crypto-ethereum-ico-anniversary-10-year #vitalikbuterin #ethereumprice #ethereum2.0 #etherprice #tokens #ico

Pay and dump? How businesses accepting crypto payments influence adoption - Crypto payments are often seen as a way to boost adoption, but is... - https://cointelegraph.com/news/businesses-accepting-crypto-payments-adoption #bitcoinpayments #mobilepayments #payments #tokens

Russia to begin CBDC trials with 13 banks - According to Olga Skorobogatova, First Deputy Governor of the Ban... - https://cointelegraph.com/news/russia-cbdc-digital-ruble-trials-banks #bankofrussia #russia #tokens #cbdc

Klaytn Foundation Proposes Burning 5.28B KLAY in Tokens Overhaul, Cutting Token Supply by Nearly 50% - The proposal includes short-term tokenomics improvements: from the initial burning of 73%... - https://www.coindesk.com/markets/2023/02/22/klaytn-foundation-proposes-burning-528b-klay-in-tokens-overhaul-cutting-token-supply-by-nearly-50/?utm_medium=referral&utm_source=rss&utm_campaign=headlines #tokengovernance #markets #tokens #klaytn #news #defi #data