… The mechanism is reasonably well understood: because routing sends each expert only a subset of tokens, individual experts get restricted exposure to the training distribution, which can constrain their generalization unless the model actively spreads knowledge across the expert pool through load b… …
… At the time of writing, Opus 4.7 costs $5 per million input tokens and $25 per million output tokens, placing it very well above Sonnet 4.6 at $3 and $15 and Haiku 4.5 at $1 and $5. …
… His pioneering work laid the groundwork for the digital age. 04 / 8 Capabilities Which of the following best describes Claude's context window capability in its more advanced versions? A Up to 4,000 tokens B Up to 16,000 tokens C Up to 100,000 tokens or more D Up to 32,000 tokens Correct! …
… Subscribers who had never come near their limits watched their quotas drain, with cache costs up 20 to 30%. Anthropic said it shouldn't cost more, but users logged their usage and could see when it did. …
… And that's an entire computer for the cost of a single GPU. More on that in a bit, though. At the very top, the gap isn't just lopsided, but instead, straight up absurd. …
… Running solely on a CPU , it produces text at around 7 tokens per second, meaning a long and detailed answer could take a couple of minutes or more to fully render. On the other hand, the prompt processing is still pretty quick at ~20 tokens per second. …
… His pioneering work laid the groundwork for the digital age. 04 / 8 Capabilities Which of the following best describes Claude's context window capability in its more advanced versions? A Up to 4,000 tokens B Up to 16,000 tokens C Up to 100,000 tokens or more D Up to 32,000 tokens Correct! …
… Claude Haiku 4.5 Quick responses, high-volume tasks, cost-sensitive use Fastest Lowest Near-frontier performance at the cheapest price point. Sonnet is my workhorse, and Haiku is good when I want a quick answer, but I regularly hit the daily and weekly limits even on the Max plan. …
… The big new feature is that both models ship with thinking preservation, which lets the model retain reasoning context from prior turns of a conversation. Most models either throw away the chain-of-thought between messages or rehash it from scratch, and both cost you tokens. …
… His pioneering work laid the groundwork for the digital age. 04 / 8 Capabilities Which of the following best describes Claude's context window capability in its more advanced versions? A Up to 4,000 tokens B Up to 16,000 tokens C Up to 100,000 tokens or more D Up to 32,000 tokens Correct! …