Every week we get a version of the same question from developers reaching out about UCP Checker: "OK,...
MCP vs UCP vs AP2: What is the Difference?
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AI coding assistants generate code at 10-100x human pace. Code review is still linear. The resulting bottleneck can't be solved by hiring — it requires pre-generation enforcement.
Harness Engineering Still Needs Governance
Harness engineering solves execution, orchestration, retries, and tool use. It does not enforce architectural intent. Governance is the missing layer in long-running agent systems.
The Real Problems Start After Your MCP Server Works
I've been spending a lot of time building and deploying MCP servers, experimenting with tool...