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Claude Platform on AWS now supports unified, multi-environment access from a single subscription with secure isolation and flexible authentication for AWS workloads, developers, and external services.
Anthropic launches Claude Sonnet 5.5, offering up to 30% faster performance and cost savings compared to Sonnet 5, with a focus on text, interface, and image-related tasks for developers.
A new approach, Code to Control, synthesizes Python controllers that allow real-time policy execution without LLM inference or planning at runtime, improving action selection speed and adaptability for control tasks.
Mnemon introduces a dual-system memory approach for LLMs, retaining raw conversation records and using a fast decision model for judgments and a slower LLM for reasoning. This results in state-of-the-art long-term memory performance with minimal cost growth and efficient evidence management.
A new paper presents evalstats, an open-source package addressing inflated false positives in AI evaluation based on LLM judge scores. Developers gain access to robust, calibrated statistical methods and actionable guidelines for small-sample studies.
