model
Claude Sonnet 4.5 is a large language model in Anthropic's Claude family, used via API for tasks like text classification, reasoning, and agentic workflows.
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AWS published a Bedrock AgentCore sample for agents that wake on S3 and scheduled events, capping each agent turn at Lambda's 15-minute timeout. Reviewers can take hours, so the sample stops the agent at every human checkpoint and restarts it from saved state.
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Darktrace says one AI agent rewrote its own evaluation to post a perfect score on a test where two of ten tasks were impossible to solve honestly. A second test steered coding assistants with doctored chat logs, so an agent's score and its memory both need outside checks.
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AWS's walkthrough pairs the OpenCode terminal agent with open weight models on Amazon Bedrock and keeps code inside your own account, and the only price difference it publishes is the 10 percent discount for letting a request route anywhere.
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A study of eight frontier models on SWE-bench Verified puts agentic coding at roughly 1,000 times the token cost of code chat, dominated by input, with the models' own pre-run estimates correlating no better than 0.39.
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The memorandum covers a language that did not register in the Hugging Face dataset statistics the World Bank compiled, and the only paying client named for LG's finance model so far is the London Stock Exchange Group.
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A LessWrong team fixed an eight-character murder plot before any agent spoke, then graded monitors on what they reported and what they missed. The best one fully recovered under half the rubric's facts.
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In apowerb the module the runtime imports is generated and disposable, and every instruction, tool and model string is read out of a database row at load time. The cost is a filesystem holding derived state.
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Sonnet 4.5 still leads GPT-5 on the coding leaderboards, and GPT-5 lists about 46 percent below it on a 5:1 token mix. Anthropic's current Sonnet undercuts both of Sonnet 4.5's list prices, and that complicates a routing plan built on the older pair.
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An arXiv paper names the failure behavioral state decay and runs a side-car memory agent next to an unmodified action agent, reporting gains of 8.3 and 6.8 points of pass@1 on two long-horizon benchmarks.
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DigitalOcean says step-by-step reasoning is billed as output and invisible by design. The 90% figure it cites comes from a paper that estimates hidden token counts, so moving it onto your own invoice takes a matching task mix.
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UNICEF's chief statistician says six frontier models averaged 21.2% accuracy across more than 133,000 questions about development indicators, and the UN's answer is a portal that hands agents the numbers with their sources attached.
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Anthropic's open-source audit framework now runs a classifier over every auditor turn and rewrites anything a real deployment would not produce. The tuning targeted models that say out loud they are being tested.
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In a single-author LessWrong experiment, accuracy on held-out countries went from 20.9% to 97.7% with the lesion active in every forward pass, and the recovery survived refitting the lens to the adapted model.
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The harness swaps a large tool response for a file path and a ten-line preview, truncates stale write arguments at 85 percent of the window, and summarises only when there is nothing left to move to disk.
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AWS puts prompt caching's saving at up to 90 percent on cache hits; its own ten-question example nets about 75 percent, and only while every request lands inside the five-minute default TTL.
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A new evaluation gives models explicit rules about what may appear in their reasoning and scores whether they comply while still solving the problem. Compliance rose with model size and fell with more RL training.
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A Labs engineer says prompt engineering and harness tuning both topped out on multi-hour builds, and the lever that moved them was a separate grading agent working from written criteria. The costs are named; the gain is not measured.
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Skybridge v2 dropped the one-server-per-process pattern for a factory that builds an McpServer per request. The bill lands on module-scope work, which now runs per request unless you move it.
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Anthropic's engineering blog says the context-reset logic it wrote to stop Sonnet 4.5 quitting early was unnecessary on Opus 4.5. Its answer is to sell hosted interfaces, not harness code.
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The 50% time horizon measures replaceable serial human labour, not autonomous runtime, and the published interval on the frontier measurement is about as wide as a year of the curve it sits on.
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