THE PUBLICATION ARCHIVE
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AI Capacity Planning Should Start with Workload Economics
A provider’s hardware roadmap is useful context, not a capacity reservation. A CTO’s planning model should connect expected demand to latency, quality, availability, and the cost of useful…
Microsoft plans multi-gigawatt Azure Maia expansion from 2027
Microsoft says Maia 200 is serving production workloads and plans to scale its Maia family to multi-gigawatt deployments starting in 2027. The announcement also presents Maia 300 as…
Treat Enterprise Agents as Privileged Workloads
An enterprise agent should have an owner, a defined purpose, a bounded identity, and a way to stop it. Describing it only by the underlying model leaves its…
Microsoft argues for continuous controls over enterprise AI agents
Microsoft’s security leadership has argued that enterprise agents should be governed as active participants with identities, tools, and permissions. Its October post calls for continuous monitoring and controls…
Write Sovereignty Requirements Per Workload
A single sovereignty label can conceal several different constraints. Technology leadership should turn each requirement into an operating decision that engineering, security, procurement, and business owners can verify.
Microsoft outlines workload-based digital sovereignty options
Microsoft has outlined its next stage of Sovereign Cloud capabilities across public cloud, customer-operated environments, and a partner ecosystem. Its announcement frames sovereignty as a workload-specific choice involving…
Token Binding Changes the Credential Lifecycle You Must Operate
Binding a token to a key can reduce the usefulness of a copied credential. The engineering decision includes how that key is created, protected, rotated, recovered, and associated…
Google OAuth adds DPoP binding for refresh tokens
Google’s OAuth Platform has added DPoP binding for refresh tokens. Google describes cryptographic binding to a client-held key, while short-lived access tokens remain bearer tokens in its implementation.
An Agent Evaluation Score Needs an Operational Decision Behind It
Evaluation becomes useful when a result changes a release decision. Before optimizing a score, define which user outcomes must hold and what evidence would justify deploying a changed…
Google demonstrates a continuous evaluation loop with Agents CLI
Google Developers has published a walkthrough of the Agents CLI evaluation workflow. It covers generating traces, grading results, comparing runs, analyzing failures, and using evaluations to test changes.