Make it real and sustainable: security, compliance, risk control, quality standards, ROI metrics, productivity measurement, change management, training, and incentives for teams to actually use it.
10 articlesA practitioner's guide to MCP server security: replacing static client secrets with OAuth 2.0/OIDC, propagating user identity through tool calls, hardening gateway behavior, and fixing structured error semantics before an auditor finds them first.
Individual developers are 40% faster with AI agents — yet team throughput barely moves. A measurement framework for engineering leaders who want honest answers.
Most AI ROI calculations are fantasy. Here is a practical framework for productivity metrics that survive contact with reality — covering attribution problems, leading indicators, and the 40% rework tax nobody wants to talk about.
