token

"Here's the most important point: tokens are not bytes, characters, or words. They are an intermediate 'subword unit' that balances vocabulary size and sequence length."

"Anthropic's technical team explained: "To accommodate the increased demand for Claude, we are adjusting session limits during peak hours (5:00-11:00 AM Pacific Time).""

"Context is the collection of all the information that the LLM can currently refer to when generating a response."

"In other words, token is not the number of 'characters' or 'words' that people usually count, but a calculation unit used for the convenience of the model."

"By prioritizing a Command Line Interface (CLI) over a traditional UI, MinTo removes friction and reduces the token cost, making it an innovative solution for AI-powered website creation."

"The change, makes Token gradually possess the properties of 'resources,' and also makes the saying 'Token is the hard currency of the AI era' popular."

"Would you buy a PCIe card for $600 to $800 enabling you to get 10.000 tokens/s of Qwen 3.5 27B intelligence with LORA support?"

"Benchmarks across 5 real scenarios: Semantic search vs grep + cat: 91% fewer tokens. Overall: 68.5% reduction"

"CLAUDE.md is the project instruction that decides "what and how the agent acts in this project"."

"If you're still sending the same 50k system prompt or reference doc with every request, you're doing it wrong."

"I've recently been shifting my all workload to Codex right after the insane token usage from Claude."

"ATaaS is not simply a resource supply platform, but an efficiency amplifier—using software to leverage several times the current Token production capacity."

"In the future, the entire AI ecosystem, whether it's software systems or data, needs to become an Agent Native mode."

""Good AI is productive AI," said Li Qiang, Vice President of Tencent Group and President of Government and Enterprise Business. "AI should be like electricity and water, ready to use as soon as you turn it on.""

"Giving employees Token allocations is gradually becoming an industry standard."

"ReDiPrune selects informative tokens directly from vision encoder outputs, preserving fine-grained spatial and semantic cues."

"This time, he directly increased this expectation by a factor of two, saying that as of now, by the end of 2027, the expected revenue from Blackwell and Vera Rubin's orders alone will directly reach $1 trillion."

"The data shows Anthropic is reducing tokens-per-usage (effectively nerfing the context window) without changing the UI limits."

"Claude reducing token limits on all tiers during busy hours"

""From this year to next year and the next few years, the research and development model of AI will undergo significant changes, and more and more research will be completed by AI," Yang Zhilin stated."

""The core proposition in the second half of Large Language Model (LLM) industrial application is not the competition of model parameter scale, but the continuous improvement of unit Token efficiency.""

"Token is becoming a core variable, as it can be metered, priced, and traded."

"llm-devproxy is a Python local debugging layer that solves the "common issues" that occur during LLM app development."

"LLM observability is needed to delve into 'whether the output of the system is correct.'"

"Inference tokens are invisible to the user, but are charged at the same rate as output tokens."

"OpenAI CEO Sam Altman announced in an internal email: "The Sora video platform will be shut down. Not just that consumer app, the developer API, and the video generation function in ChatGPT, all cut off. Clean and neat, leaving no room for it.""

"Token '词元' is not only the value anchor of the intelligent age, but also the 'settlement unit' connecting technology supply and commercial demand."

"I made a short animated series that actually shows these things happening."

""Our AI Grid intelligent orchestration provides a way to extend inference outwards from the AI factory—leveraging a distributed architecture that revolutionized content delivery, routing AI workloads at the right cost and time across 4,400 sites.""