Insights
Insights
Free articles on AI strategy, governance, security, data and operations, organized by the same six areas as our Research library.
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Latest insights
Silent GPU Corruption: Five Integrity Gates for Enterprise Model Training
AWS's SageMaker HyperPod fault-injection results expose silent GPU corruption risks. Five training integrity gates and a cost-of-detection framework.
AgentCore Web Search API: Six Evidence and Authorization Tests Before Production
AWS AgentCore's direct Web Search API simplifies integration but shifts source policy, provenance, privacy and action controls into applications. Six release tests.
AWS Continuum Patches: Why a Pull Request Is Not Verified Remediation
AWS Continuum validates code findings and proposes fixes. An enterprise evidence funnel and six tests distinguish patch delivery from proven risk reduction.
Step Functions as Agent Tools: Six Authorization Tests Before Launch
AWS now lets agents call existing Step Functions workflows. Six enterprise tests for delegation, inputs, approvals, retries, costs and recovery.
Copilot BYOK Metrics: Why Provider Spend and Local Model Usage Need Separate Ledgers
GitHub's November 3 BYOK metrics separate local and enterprise custom models, but telemetry gaps and missing historical fields require careful cost reconciliation.
GitHub Enterprise Copilot Access: Why Removing Seat Fees Does Not Remove Budget Risk
GitHub Enterprise's new Copilot access model separates seat entitlement from metered AI consumption. Seven procurement and FinOps tests before migration.
Copilot Adoption Metrics Changed: How to Keep 28-Day Dashboards Comparable
GitHub's November 6 dashboard update adds chat and VS Code agent engagement without changing adoption phases. A six-test measurement plan.
GitHub in Slack and Teams: Six Controls Before Chat Becomes a Code-Change Channel
GitHub's November 6 release connects chat discussions to issues, coding sessions and pull requests. Six governance tests for enterprise deployment.
Copilot Telemetry Gaps: Why Active Users Can Disappear From Usage Detail
GitHub now flags missing Copilot client telemetry and outdated IDE versions. Six enterprise tests to prevent misleading adoption and cost decisions.