AI-assisted development is introducing new challenges around reliability, security, validation, and long-term maintainability.
As teams adopt Markdown-based skills, MCP-connected systems, and agentic workflows, harnesses, governance layers, and orchestration are becoming critical for keeping systems predictable, auditable, and secure at scale.
The conversation is shifting from what AI can build to how teams safely operate AI-powered development environments.