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The main exception among the major asset classes: commodities, which fell sharply, posting the first monthly decline this year...2%, the fund’s strongest monthly gain in a year...3% and marking a second-straight monthly increase... US bonds (BND) edged higher for a second month...The main loser last month: a broad measure of commodities (GSG), which fell 7...1% and extending its winning strea...

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LLM output quality can change over time as input distributions shift, and quality monitoring helps detect these changes early... A comprehensive observability approach for LLM inference must address two distinct but complementary dimensions: model serving infrastructure (quantity) and LLM quality... The next stage adds LLM quality through sampling and evaluation, which surface issues such as mod...

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Customers commonly use Transit Gateway to route traffic from Amazon Virtual Private Cloud (Amazon VPC) networks to a centralized inspection VPC (a VPC dedicated to hosting firewall endpoints for traffic inspection) where their network firewall endpoints are deployed... Customers deploying Network Firewall in a centralized deployment model using Transit Gateway have traditionally set up a dedicat...

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The custom monolingual tokenizer achieved the strongest results, halving the tokens per word compared to the baseline... Fine-tuning used approximately 2,000 single-turn Azerbaijani question-answer pairs using Hugging Face’s SFTTrainer with a learning rate of 1e-4—higher than CPT’s learning rates because LoRA adapters are randomly initialized and benefit from stronger gradient updates... He...

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As ML teams grow, embedding Amazon SageMaker AI MLflow Apps into a custom portal requires a scalable approach to access management... Teams who rely on SSO-integrated internal portals need their MLflow experiment tracking accessible alongside other internal applications through a single bookmarkable URL... With this solution, you give your machine learning (ML) teams a persistent, bookmarkable UR...