… On such a concept, the entire commercial edifice of AI hangs. Basing costs on token consumption, whether it's for code suggestion, generation, or AI debugging, makes as much sense – less, even – than paying programmers per keystroke in and character out. …
… On top of how efficient at churning out tokens Nvidia and AMD's AI accelerators are, InferenceX also tracks inference costs. The closer the Pareto curve gets to the bottom right corner, the better value those tokens are. …
… MORE CONTEXT Contracts are in C++26 despite disagreement over their value Linear moves sideways to agentic AI as CEO declares issue tracking dead JetBrains shifts to agentic dev with Central, retires pair programming Mozilla introduces cq, describing it as 'Stack Overflow for agents' Developers can… …
… GitHub will be adjusting these "to balance reliability and demand," he said. Exceeding a session limit means waiting until the usage window resets before Copilot can be used again. Weekly limits cap the number of tokens a user can consume within a week. …
… I'll keep you posted on progress." MORE CONTEXT Oracle: AI agents can reason, decide and act - liability question remains AI supply chain attacks don't even require malware…just post poisoned documentation GitHub hits CTRL-Z, decides it will train its AI with user data after all Using AI to code do… …
… These optimizations directly reduce aggregate cost per token while enhancing overall system efficiency. Where agentic AI becomes operational at enterprise scale The Nutanix Agentic AI solution fundamentally optimizes the economics of AI. …
… The "extra burn rate" is "making a once great service unusable," he said. Another factor is that the large one-million-token context window available on paid plans with the Claude Opus 4.6 or Sonnet 4.6 models increases costs, especially with cache misses. …
AI + ML Customers revolt as GitHub Copilot 'fixes' rate limits Repair of bug that undercounted token usage leads to rapid exhaustion of subscription allowance Microsoft's GitHub last week told Copilot customers that they'd have to reduce their use of the AI service to ease the strain on company ser… …
… AI models can accept a limited amount of input, referred to as context. Measured in tokens, the amount varies by model. Anthropic's Claude Opus 4.7, for example, has a 1M token context window , which can accommodate ~555,000 words or ~2.5 million Unicode characters. …
… Anthropic sells AI service tokens through either subscriptions or its API. Subscribers pay a flat rate and are subject to session and monthly usage limits, with an option to pay for extra usage once capped. API customers pay per token, with no usage limits. …