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The Multi-Model Copilot Era Is Here — And It Changes Your Architecture

Microsoft quietly transformed Copilot from an OpenAI product into a model orchestration layer. Claude is now enabled by default. MAI frontier models ship this year. OpenAI signed a $300B deal with Oracle. Here's what the orchestration era means for your architecture, FinOps, and platform strategy.

DevSecOps for the Agent Era: The Security Gap Nobody's Talking About

Three CVE vulnerabilities hit Anthropic's MCP Git server. Docker acquired MCP Defender for runtime agent security. OWASP published a dedicated Top 10 for Agentic Applications. AI agents are shipping to production — but the security model hasn't caught up. Here's the agent security playbook.

47 Known CVEs Just Deployed to Production: Why Container Image Scanning Isn't Optional

A developer pulls a base image from Docker Hub, builds their app on top, and ships it. Nobody checks what's inside that base layer. 87% of container images in production carry high-severity CVEs. Here's how to shift-left on container security with scanning, digest pinning, distroless images, and approved base image registries.

Terraform 1.14 Actions: When Declarative IaC Goes Imperative

Terraform 1.14 introduces Actions — first-class imperative blocks that let you invoke provider-defined operations directly within the plan/apply lifecycle. No more 500-line Bash wrappers. Here's what Actions are, how they work, where the boundaries are, and how to adopt them without turning your Terraform into Ansible.

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