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ExternalSoftware Engineering
DZone

Prompting AI for Analytics: The Missing Optimization Layer Between Your Question and the Model

The answer was right. The question cost four times what it needed to. Every analytics team using AI models runs into the same quiet cost: wasted tokens from messy prompts. An analyst types a vague question, the model gives back a long, hedge-y answer, the analyst rewrites the question, asks again, and the loop repeats. Multiply that across hundreds of analysts asking questions every day, and it's not just money burned on tokens — it's time lost and answers that don't line up with each other.

ExternalSoftware Engineering
GitHub Changelog

GPT-6 Astra is generally available in GitHub Copilot

GPT-6 Astra from OpenAI is now available in GitHub Copilot. OpenAI’s latest general-purpose model, GPT-6 Astra, is designed for long-horizon, autonomous coding and agentic tasks. In our internal testing, GPT-6… The post GPT-6 Astra is generally available in GitHub Copilot appeared first on The GitHub Blog.

GitHub ChangelogRead original
ExternalDevOps
Kubernetes Blog

Kubernetes v1.37: KubeletInUserNamespace (aka Rootless mode) Graduates to Beta

Kubernetes v1.37 promotes the KubeletInUserNamespace feature gate to beta. With this feature enabled, all of the node components (kubelet, CRI and OCI runtimes, CNI plugins, and kube-proxy) can run as a non-root user on the host, using a Linux user namespace. This technique is also known as rootless mode. The work started as an experiment in 2018, and was merged into Kubernetes v1.22 (2021) as an alpha feature (Kubernetes Enhancement Proposal KEP-2033). This feature should not be confused with u

Kubernetes BlogRead original
ExternalDevOps
AWS DevOps Blog

Investigate DMS migration issues with AWS DevOps Agent

Migrating a production database is a high-risk operational event. AWS DMS is a cloud service that migrates relational databases, data warehouses, and other data stores into the AWS Cloud or between environments. It moves the rows reliably, but the failures that page an on-call engineer rarely happen during the data copy. They occur in the […]

Amazon RDSArtificial IntelligenceAWS Database Migration Service
AWS DevOps BlogRead original

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