… 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! …
… Google's Gemini 3.5 Flash has shattered that assumption; released on May 19, it costs $1.50 per million input tokens and $9 per million output tokens. …
… With that said, PCIe hops between cards introduce latency that hurts long-context generation, and multi-GPU orchestration is its own software project to maintain. …
… 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! …
… This little bit of intentional friction has saved me far more time and tokens than automating the entire pipeline ever could. Want to stay in the loop with the latest in AI? …
… And you don't need Claude to scan your email inbox and give you a summary, even if it makes the job easier. The point I'm trying to make is that picking the right tool for the job is essential and will become even more so as API and token costs increase. …
… 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. …