#tokenomics — Public Fediverse posts

"The comparison with Asimov’s robots and Banks’s Minds only goes so far. Their language rests on shared experience and a shared model of the world. The register in this experiment was generated externally from a source document and tested against a particular task. Good old garbage in, garbage out still applies: remove too much information and answers go banana.

Rewrites are an editorial, human choice. They belong to the same class of decisions a writer makes when selecting what goes in a quickstart and what gets left for the reference. This is also the case made by approaches such as SCOPE and Telegraph English: deleting tokens tends to cut the connective tissue between facts, so rewriting each passage fares better than deleting stuff.

So, my answer is yes: you can compile human writing to some dialect of LLMese, but only if you really need to save tokens, and only if you have ways of ensuring that meaning isn’t lost. If it makes sense in your pipeline, you might as well give it a go."

https://passo.uno/write-docs-llms-language/

#TechnicalWriting #AI #LLMs #Tokenomics #Chatbots #Language

"The comparison with Asimov’s robots and Banks’s Minds only goes so far. Their language rests on shared experience and a shared model of the world. The register in this experiment was generated externally from a source document and tested against a particular task. Good old garbage in, garbage out still applies: remove too much information and answers go banana.

Rewrites are an editorial, human choice. They belong to the same class of decisions a writer makes when selecting what goes in a quickstart and what gets left for the reference. This is also the case made by approaches such as SCOPE and Telegraph English: deleting tokens tends to cut the connective tissue between facts, so rewriting each passage fares better than deleting stuff.

So, my answer is yes: you can compile human writing to some dialect of LLMese, but only if you really need to save tokens, and only if you have ways of ensuring that meaning isn’t lost. If it makes sense in your pipeline, you might as well give it a go."

https://passo.uno/write-docs-llms-language/

#TechnicalWriting #AI #LLMs #Tokenomics #Chatbots #Language

Blocked from the #microsoft #copilot community discussion on their retroactive pricing changes to my subscription for linking to this discussion on #ai economics. fortunately, copilot has become basically useless under the current economic plan so no great loss but still pretty thin skins over there right now they haven’t handled reality kicking in on #Tokenomics very gracefully

https://edzitron.spicytakes.org (top article most relevant but honestly all have useful information).

Blocked from the #microsoft #copilot community discussion on their retroactive pricing changes to my subscription for linking to this discussion on #ai economics. fortunately, copilot has become basically useless under the current economic plan so no great loss but still pretty thin skins over there right now they haven’t handled reality kicking in on #Tokenomics very gracefully

https://edzitron.spicytakes.org (top article most relevant but honestly all have useful information).

“Companies across tech, entertainment, banking, and many other industries are throttling their employees’ use of AI and pleading with workers to use less powerful models to stop AI costs from spiraling out of control, according to leaked Slack chats, screenshots of internal dashboards, emails, and more material obtained by 404 Media from half a dozen companies including Atlassian, Adobe, and Amazon. In at least one case, AI spending has tripled to more than $15 million a month.

The news shows the looming fallout from companies adopting AI as quickly as possible, and AI providers’ moves to charge enterprises based on how much they use AI rather than a flat fee. Emails obtained by 404 Media even show some companies cutting off access to some AI models altogether in an attempt to stop burning through their AI tokens, and big tech companies like Adobe are ending unlimited access to Claude.

“A lot of people had ideas about how to adjust workflows with lower-reasoning models for certain tasks in order to mitigate token consumption,” an Adobe employee told 404 Media. “But I am not sure that they fully absorbed the news, and I'm not sure the full ramifications are going to be clear to everyone until it goes into effect.” 404 Media granted multiple employees at companies using AI anonymity because they weren’t permitted to speak to the press.“

https://www.404media.co/companies-are-throttling-employees-ai-use-because-its-too-expensive/

#AI #GenerativeAI #LLMs #Tokenomics #AIBubble

“Companies across tech, entertainment, banking, and many other industries are throttling their employees’ use of AI and pleading with workers to use less powerful models to stop AI costs from spiraling out of control, according to leaked Slack chats, screenshots of internal dashboards, emails, and more material obtained by 404 Media from half a dozen companies including Atlassian, Adobe, and Amazon. In at least one case, AI spending has tripled to more than $15 million a month.

The news shows the looming fallout from companies adopting AI as quickly as possible, and AI providers’ moves to charge enterprises based on how much they use AI rather than a flat fee. Emails obtained by 404 Media even show some companies cutting off access to some AI models altogether in an attempt to stop burning through their AI tokens, and big tech companies like Adobe are ending unlimited access to Claude.

“A lot of people had ideas about how to adjust workflows with lower-reasoning models for certain tasks in order to mitigate token consumption,” an Adobe employee told 404 Media. “But I am not sure that they fully absorbed the news, and I'm not sure the full ramifications are going to be clear to everyone until it goes into effect.” 404 Media granted multiple employees at companies using AI anonymity because they weren’t permitted to speak to the press.“

https://www.404media.co/companies-are-throttling-employees-ai-use-because-its-too-expensive/

#AI #GenerativeAI #LLMs #Tokenomics #AIBubble

So... y'think moving to an AI token consumption-based billing system will be *smarter* than an unlimited, flat-rate subscription because "we can totally cap our usage," hmm?
#ai #tokenomics

So... y'think moving to an AI token consumption-based billing system will be *smarter* than an unlimited, flat-rate subscription because "we can totally cap our usage," hmm?
#ai #tokenomics

AI is getting smarter, bu our cloud bills are getting smarter too (at finding new ways to surprise us.) This week we discuss the rise of #Tokenomics, AI cost tracking, and why FinOps is changing the literal name of the game. #FinOps #TheCloudPod #AI

https://www.thecloudpod.net/podcast/359-tokenomicon-sounds-metal-but-its-just-cloud-budgets/

AI is getting smarter, bu our cloud bills are getting smarter too (at finding new ways to surprise us.) This week we discuss the rise of #Tokenomics, AI cost tracking, and why FinOps is changing the literal name of the game. #FinOps #TheCloudPod #AI

https://www.thecloudpod.net/podcast/359-tokenomicon-sounds-metal-but-its-just-cloud-budgets/

"“It’s really not a niche problem. It is a problem that every enterprise will face if they are bullish on AI, if they haven’t already,” he adds. The amount of token spending is increasing “exponentially, as more and more people are starting to use AI.”

Kwak says after Accenture tried to get enterprises to adopt AI as quickly as possible, AI has reached scale in most areas in both Accenture and its clients. But with that scale is a new opportunity for Accenture regarding its clients: “to really think about token economics.” The bill of the overall AI spend is visible, Kwak explains, but attributing that AI spend at the token level to the value outcomes on the projects where AI is being used is not visible.

Finally, the “controls are just arriving too late.” Those are things that might stop someone spending a bunch of money on tokens, like budgeting or different tiers.

Following the Financial Times’ reporting of Accenture’s policy to force AI adoption or risk missing promotions, an Accenture spokesperson told CNBC, “Our strategy is to be the reinvention partner of choice for our clients and to be the most client-focused, AI-enabled, great place to work. That requires the adoption of the latest tools and technologies to serve our clients most effectively.”

Kwak says Accenture plans to formally launch a product called “Token IQ” soon."

https://www.404media.co/the-tokenpocalypse-is-here-companies-are-scrambling-to-stop-spending-so-much-on-ai/

#AI #GenerativeAI #AIAgents #Tokenomics #Tokens #Enshittification #AIBubble #TokenOps

"“It’s really not a niche problem. It is a problem that every enterprise will face if they are bullish on AI, if they haven’t already,” he adds. The amount of token spending is increasing “exponentially, as more and more people are starting to use AI.”

Kwak says after Accenture tried to get enterprises to adopt AI as quickly as possible, AI has reached scale in most areas in both Accenture and its clients. But with that scale is a new opportunity for Accenture regarding its clients: “to really think about token economics.” The bill of the overall AI spend is visible, Kwak explains, but attributing that AI spend at the token level to the value outcomes on the projects where AI is being used is not visible.

Finally, the “controls are just arriving too late.” Those are things that might stop someone spending a bunch of money on tokens, like budgeting or different tiers.

Following the Financial Times’ reporting of Accenture’s policy to force AI adoption or risk missing promotions, an Accenture spokesperson told CNBC, “Our strategy is to be the reinvention partner of choice for our clients and to be the most client-focused, AI-enabled, great place to work. That requires the adoption of the latest tools and technologies to serve our clients most effectively.”

Kwak says Accenture plans to formally launch a product called “Token IQ” soon."

https://www.404media.co/the-tokenpocalypse-is-here-companies-are-scrambling-to-stop-spending-so-much-on-ai/

#AI #GenerativeAI #AIAgents #Tokenomics #Tokens #Enshittification #AIBubble #TokenOps

Set the tokens free...

#AI #LLM #Tokenomics

Set the tokens free...

#AI #LLM #Tokenomics

🎉🚀 Ah, yes, another riveting read from the ivory towers of academia: "Tokenomics"—where the only thing more baffling than the title is the idea that someone might actually care about the token usage in "Agentic Software Engineering." 🤯 Spoiler alert: still no cure for #insomnia. 💤
https://arxiv.org/abs/2601.14470 #Tokenomics #AgenticSoftwareEngineering #Academia #TechHumor #HackerNews #ngated

🎉🚀 Ah, yes, another riveting read from the ivory towers of academia: "Tokenomics"—where the only thing more baffling than the title is the idea that someone might actually care about the token usage in "Agentic Software Engineering." 🤯 Spoiler alert: still no cure for #insomnia. 💤
https://arxiv.org/abs/2601.14470 #Tokenomics #AgenticSoftwareEngineering #Academia #TechHumor #HackerNews #ngated

Tokenomics: Quantifying Where Tokens Are Used in Agentic Software Engineering

https://arxiv.org/abs/2601.14470

#HackerNews #Tokenomics #AgenticSoftware #Engineering #Blockchain #Technology #Cryptocurrency

Tokenomics: Quantifying Where Tokens Are Used in Agentic Software Engineering

https://arxiv.org/abs/2601.14470

#HackerNews #Tokenomics #AgenticSoftware #Engineering #Blockchain #Technology #Cryptocurrency

TokenMaxxing RIP... May 2026. You'd think the idiots planning their IPOs to hand off all the risk to folk's retirement accounts would have delayed the cutting off of the token supply till after their exit. Maybe their #LLM gave them bad advice, or #tokenomics is in more trouble than I thought

TokenMaxxing RIP... May 2026. You'd think the idiots planning their IPOs to hand off all the risk to folk's retirement accounts would have delayed the cutting off of the token supply till after their exit. Maybe their #LLM gave them bad advice, or #tokenomics is in more trouble than I thought

#LinuxFoundation Wants Open Standards for What #AI is Actually Costing You
Their latest push in this direction is a plan to launch the #TokenomicsFoundation, a new program focused on open standards, benchmarks, and best practices for the economics of AI token consumption.
The #Tokenomics Foundation will work on vendor-neutral benchmarks for #token spend, with backing from major players.
https://itsfoss.com/news/tokenomics-foundation/

#LinuxFoundation Wants Open Standards for What #AI is Actually Costing You
Their latest push in this direction is a plan to launch the #TokenomicsFoundation, a new program focused on open standards, benchmarks, and best practices for the economics of AI token consumption.
The #Tokenomics Foundation will work on vendor-neutral benchmarks for #token spend, with backing from major players.
https://itsfoss.com/news/tokenomics-foundation/

The ICON Network shut down on Dec. 31, 2026 concludes its migration to SODAX and continues the mission as cross-network execution infrastructure for partners. https://hackernoon.com/when-is-shutting-down-a-blockchain-the-best-road-forward #tokenomics

The ICON Network shut down on Dec. 31, 2026 concludes its migration to SODAX and continues the mission as cross-network execution infrastructure for partners. https://hackernoon.com/when-is-shutting-down-a-blockchain-the-best-road-forward #tokenomics

Ah, yet another "let's measure the speed of tokens" article that only a robot could love 🤖. Who knew counting tokens like sheep could be so thrilling? 🐑💤 Spoiler alert: numbers without context are as useful as a chocolate teapot 🍫☕.
https://mikeveerman.github.io/tokenspeed/ #tokenomics #dataanalysis #contextmatters #techhumor #robotics #HackerNews #ngated

Ah, yet another "let's measure the speed of tokens" article that only a robot could love 🤖. Who knew counting tokens like sheep could be so thrilling? 🐑💤 Spoiler alert: numbers without context are as useful as a chocolate teapot 🍫☕.
https://mikeveerman.github.io/tokenspeed/ #tokenomics #dataanalysis #contextmatters #techhumor #robotics #HackerNews #ngated

https://www.wacoca.com/games/1378718/ ゲームプラットフォーム「My Pet Hooligan」は、トークンのデビューをシリーズ最終回と連動させます。 – Bitcoin News ##GAMING #Game #GameNews #games #GamingNews #tokenomics #web3 #ゲーミング #ゲーム #ゲーム攻略 #ゲーム最新情報

Токенная разработка: почему я плачу $200 в месяц, а не $800 за устаревшее железо

$800 на видеокарту которая устареет через год или $200/мес с доступом к frontier-моделям? Вот мои цифры

https://habr.com/ru/articles/1030678/

#LLM #API #токены #GPU #локальные_модели #Ollama #tokenomics #AI_разработка #стоимость_разработки

🤣 Oh wow, a #tokenomics calculator that’s about as useful as a screen door on a submarine! Let’s all pretend we're shocked that a 45% #inflation in digital Monopoly money is actually a thing—guess those anonymous submissions are just lining up to make sense of this 🚀🔍.
https://tokens.billchambers.me/leaderboard #digitalcurrency #meme #humor #submarine #HackerNews #ngated

🤣 Oh wow, a #tokenomics calculator that’s about as useful as a screen door on a submarine! Let’s all pretend we're shocked that a 45% #inflation in digital Monopoly money is actually a thing—guess those anonymous submissions are just lining up to make sense of this 🚀🔍.
https://tokens.billchambers.me/leaderboard #digitalcurrency #meme #humor #submarine #HackerNews #ngated

Pronóstico de Precios Dogwifhat (WIF) Para 2030#Análisisdecriptomonedas #AnálisedeMercado #Criptomoedas #Dogwifhat #investimento #Memecoins #mercadodecripto #PrevisãodePreços #Solana #Tokenomics #WIF Descubre el pronóstico de precios Dogwifhat (WIF) para 2030 y cómo esta memecoin está revolucionando el ecosistema cripto. ¡Infórmate aquí!
https://djltrading.com/pronostico-precios-dogwifhat-wif-2030/?fsp_sid=41133

Being paid by token? Thanks, I think I'll stick to the green Benjamins… #AI #Tokenomics #GenAI #NVIDIA #JensenHuang #AIEconomy

Nvidia CEO Huang talks up ‘tok...

Being paid by token? Thanks, I think I'll stick to the green Benjamins… #AI #Tokenomics #GenAI #NVIDIA #JensenHuang #AIEconomy

Nvidia CEO Huang talks up ‘tok...

Patos P2E vs SUI tokenomics

https://misryoum.com/us/markets/patos-p2e-vs-sui-tokenomics/

A new analysis compares SUI and Solana-based presale token PATOS, outlining how tokenomics, liquidity, and exchange strategy could shape their 2026 upside potential. As of Sunday, March 1, 2026, the cryptocurrency market is experiencing a profound macroeconomic rotation, transitioning...

#Patos #P2E #SUI #tokenomics #US_News_Hub #misryoum_com

📢 Aptos propone una reforma de su tokenómica: reducirá las recompensas de staking al 2.6%, fijará un tope de 2.1B APT y quemará tokens para aumentar la escasez. ¿Será suficiente para impulsar el uso real? 🤔 #Aptos #APT #Tokenomics.

EVRGROW’s liquidity doesn’t just grow from its 1% buy and 1% sell allocations - it also earns swap fees every time it’s traded. Those fees accumulate inside the liquidity pools, gradually deepening them as volume increases. Over time, that added depth reduces slippage and strengthens price stability. Activity doesn’t just move EVRGROW - it reinforces its structure. https://x.com/evrgrow/status/2027029250268672067 #DeFi #Liquidity #Tokenomics #AMM #DEX #OnChain #DecentralizedFinance #Web3

Muchos “NFTs con rentabilidad” en realidad son reventa + expectativas. En este artículo explico, sin humo, de dónde sale el rendimiento (y de dónde NO): mercado secundario, staking/yield farming (emisión vs fees reales), profit sharing y señales rojas como wash trading/volumen inflado.

🔗 -> https://www.oro-inversion.com/2026/02/nfts-con-rentabilidad-analisis-tecnico.html

--------

#NFT #DeFi #YieldFarming #Staking #Tokenomics #Blockchain #Cripto #Seguridad

After losing 85% in a year, Aptos (APT) is rewriting its tokenomics.

A hard cap at 2.1B tokens, emissions cut in half, 210M tokens permanently locked, and higher gas burns. We analyze the proposed changes here: https://auriccrypto.com/altcoins/after-an-85-drop-aptos-turns-to-deflationary-economics/

#Aptos #APT #Crypto #Tokenomics

Tokenomics: A Ciência que Decide se sua Cripto Vira Ouro ou Poeira#Criptomoedas #Cripto #Tokenomics E se o destino de cada criptomoeda já estivesse escrito em seu whitepaper — não nas promessas de marketing, mas na arquitetura invisível de sua economia? Tokenomics não é jargão de nerds — é a ciência do valor digital, onde cada linha de código define se um token enriquecerá seus holders ou...
https://escolatrader.net/tokenomics-a-ciencia-que-decide-se-sua-cripto-vira-ouro-ou-poeira/?fsp_sid=36344

3 Tokenomics Tricks Early Projects Use to Mislead Investors 🚨

Major crypto like Bitcoin have well-designed, long-term tokenomics. But shady launches often hide traps designed to drain your money. We explain what to watch for here: https://auriccrypto.com/articles/scams/how-to-avoid-scams/3-tokenomics-tricks-presales-use-to-mislead-investors/

#Crypto #Scam #Presale #Tokenomics

#Web3 #Crypto #ProductMarketFit #Adoption #Tokenomics #Blockchain #StartupThinking
4/4

Average code with well-aligned incentives can survive.
Design incentives as if failure is inevitable.
Because eventually, it is.
#Web3 #Blockchain #Tokenomics #IncentiveDesign #ProtocolDesign #Decentralization #Crypto #BuildInPublic
3/3

this is not optional thinking.
It’s survival.
#Web3 #Blockchain #Tokenomics #IncentiveDesign #ProtocolDesign #CryptoThoughts #Decentralization #Web3Tamil
4/4

El lado del mal - Recompensas Pasivas con Bit2Me Earn por Bit2me https://www.elladodelmal.com/2025/12/recompensas-pasivas-con-bit2me-earn.html #Bit2ME #Criptomonedas #Web3 #Tokenomics #Tokens #BitCoin #Monero #Ethereum

ZKsync Proposal Aims to Tie $ZK Token to Network Revenue - The creator behind the layer-2 has unveiled a proposal to transform its $ZK token from a ... - https://www.coindesk.com/business/2025/11/04/zksync-proposal-aims-to-tie-usdzk-token-to-network-revenue #tokengovernance #tokenomics #zksyncera #finance #layer2 #news

Aster Updates ASTER Token Buyback and Airdrop to Boost Token Value - TLDR:

Aster burns half of all buybacks, aiming to reduce ASTER circulating supply for st... - https://blockonomi.com/aster-updates-aster-token-buyback-and-airdrop-to-boost-token-value/ #tokensales #blockchain #cryptonews #tokenomics #airdrop #buyback #aster #defi #bsc

Prediction Market Giant Polymarket Gears up for Token Airdrop and VC Windfall - As prediction markets light up with attention, Polymarket’s Chief Marketing Office... - https://news.bitcoin.com/prediction-market-giant-polymarket-gears-up-for-token-airdrop-and-vc-windfall/ #cryptocurrency #cryptonews #polymarket #tokenomics

Ferrari Races Into Web3 With Elite ‘Token Ferrari 499P’ Launch - Ferrari just took its checkered flag swagger to the blockchain grid, rolling out “... - https://news.bitcoin.com/ferrari-races-into-web3-with-elite-token-ferrari-499p-launch/ #cryptocurrency #tokenization #cryptonews #tokenomics

Clearpool Fires Up CPOOL Buybacks as Ecosystem Revenue Kicks In - TLDR:

Clearpool will repurchase CPOOL using revenue from its pools, vaults, and Prime pr... - https://blockonomi.com/clearpool-fires-up-cpool-buybacks-as-ecosystem-revenue-kicks-in/ #cryptobuybacks #fintechvault #blockchain #tokenomics #clearpool #fintech #cpool #payfi #defi

October’s $1B Token Unlock Frenzy: Aptos, ENS, and Bittensor Lead the Charge - Fresh data indicates that about $1.031 billion worth of token unlocks are set to d... - https://news.bitcoin.com/octobers-1b-token-unlock-frenzy-aptos-ens-and-bittensor-lead-the-charge/ #cryptocurrency #cryptonews #tokenomics

El lado del mal - Compras recurrentes de Bitcoin: La mejor manera de entrar al ecosistema por Bit2ME https://www.elladodelmal.com/2025/10/compras-recurrentes-de-bitcoin-la-mejor.html #BitCoin #Bit2ME #criptomonedas #cripto #Web3 #Tokenomics #Tokens