Grab the 9 prompts I use to turn docs into practice reps + a 90-day pilot you can steal

Source: Nate’s Newsletter Date: 2025-12-11 URL: https://natesnewsletter.substack.com/p/grab-the-9-prompts-i-use-to-turn

Summary

Nate argues that knowledge workers accumulate experience without genuine skill development, and that AI now makes the structured feedback loop of deliberate practice affordable at scale. The piece provides 9 prompt templates spanning evaluation, rubric-building, pattern analysis, and drill generation — plus a 90-day team pilot framework — targeting five recurring professional skills: judgment, orchestration, coordination, taste, and updating.

Implications

• Feeds the workflow structure thread: the framing of “delegation craft over prompt engineering” signals a maturing mental model where AI is a practice partner embedded in ongoing skill loops, not a one-shot query tool.
• The rubric-builder and evaluator prompts mirror what serious agentic systems need internally — quality gates defined before output is accepted — making this a practitioner-facing version of eval design.
• The 90-day pilot pattern is a repeatable adoption template; teams that implement it build the structured feedback infrastructure that later supports more autonomous agent workflows.