Insights: free articles on AI Infrastructure & Operations.
A real-world model comparison found 96.8% inherited labels. Learn six practical tests for unbiased ground truth, fair model selection and defensible cost claims.
AWS says SOCI-indexed SageMaker training images start faster. A practical five-test framework separates image-pull savings from real job costs and runtime risks.
Microsoft Foundry Local adds audience-bound Kubernetes service account tokens for in-cluster inference. Five tests for identity, token rotation and least privilege.
GitHub's October 2026 Copilot metrics updates expose client and customization activity. Learn which counts support FinOps decisions and which do not.
Prefix-cache reuse can expose cross-tenant timing signals. Evaluate salts, tenant-indexed routing and KV storage isolation before buying shared inference.
Running a thousand AI agents is not the same infrastructure [...]
New inference-routing capabilities expose a hidden source of GPU inefficiency. A practical way to test cache-aware routing, queueing, latency and cost per successful response.
Compare managed inference, provisioned capacity, and self-hosted AI models using fully loaded cost, utilization, quality, latency, and security.
A practical enterprise decision framework for choosing RAG, long context, or a hybrid based on grounded accuracy, maintenance, and total cost.
A practical framework for measuring the true cost of AI agent work—across tokens, tools, retries, human review, and successful business outcomes.