#quality-metrics
- When Polish Starts Hiding the Problem
Why polished AI artifacts demand sharper evaluation
- LLM as a Judge
The heavy lifting nature of agentic evaluation, and the humans keeping it honest
- Annotation Has a Control Room
The hidden operating layer behind the most ordinary annotation task.
- Holding the Signal
What it takes to keep a Human Data Programme coherent