Introducing Sonnet 4.6
…It’s one of the best measures we have, but not a complete picture of real-world computer use. Real-world computer use is often messier and more ambiguous, and it carries…
…It’s one of the best measures we have, but not a complete picture of real-world computer use. Real-world computer use is often messier and more ambiguous, and it carries…
Shekhar Vaidya Apr 25, 2026, 1:00 PM EDT Shekhar Vaidya is a veteran technology journalist and computer science engineer. He is the founder of TechLatest, where he has spent years providing…
…usage, token‑based pricing, and how to plan costs when working with LLMs. Putting your article’s look into empowering accessible LLM fine‑tuning together with the cost‑management strategies from that…
…Each of these updates takes advantage of Claude Opus 4.5’s market-leading performance in using computers, spreadsheets, and handling long-running tasks. For Claude and Claude Code users with access…
…Not running the experiment comes with an opportunity cost. These days, not running agents feels like it has a cost as well. If you have the compute and projects with well-defined…
…This is a write-once-read-many (WORM) access pattern: the system prompt and growing conversation prefix are computed once, then served from cache on every subsequent call. Maximizing cache reuse rate…
…The guiding philosophy of the current AI spring depends on growing compute efficiency and access. That’s happening while the existing infrastructure is not always keeping up with user demands, though. As…
…memory-safe languages where possible, sandboxing where not, and formal verification where the cost of being wrong is highest. For researchers, the bottleneck is making those foundations practical—and using generative AI…
…able to access programs on the user's computer, such as web browsers or spreadsheet applications, to carry out tasks. [ 8 ] Claude subscription plans offer higher usage limits and access to additional…
…safety, capability, and autonomy. You can only reliably get two at a time with existing approaches. If safe and autonomous but without access to the tools and data it needs, the agent…