---
id: "question-scaling-apprenticeship"
type: "open-question"
source_timestamps: ["§ The Invisible Pipeline", "§ Designing from the Real Organization"]
tags: ["talent-development", "scalability"]
related: ["action-protect-practice-ground", "claim-eroding-governance-capacity"]
resolutionPath: "Longitudinal studies tracking the performance and judgment quality of senior managers who were trained via AI-auditing vs. traditional grunt work."
sources: ["agentic"]
sourceVaultSlug: "hbr-seg-agentic"
originDay: 6
articleStem: "hbr-new-26-agentic-systems-implicit-rules"
sourceUrl: "https://hbr.org/2026/06/how-to-design-agentic-systems-around-the-implicit-rules-that-govern-your-company"
sourceTitle: "How to Design Agentic Systems Around the Implicit Rules that Govern Your Company"
---
# Can red-teaming fully replace the volume of practice-ground work?

**Open question:** Can red-team rotations fully replace the *volume* of grunt work that historically built judgment?

The author proposes red-team rotations ([[action-protect-practice-ground]]) to replace the years of grunt work that built junior analysts' judgment (the [[concept-invisible-pipeline]]). It remains an open question whether **auditing AI outputs provides the same depth of tacit knowledge and motivational alignment** as actually doing the work from scratch for years.

**Enrichment note (tension):** Expertise literature stresses that *volume and diversity* of hands-on experience matter; if red-teaming concentrates on edge cases or post-hoc critique, it may develop a *different* skill profile than end-to-end execution. Likely a valuable complement or partial substitute rather than a full reconstruction.

**Resolution path:** Longitudinal studies tracking the performance and judgment quality of senior managers trained via AI-auditing vs. traditional grunt work.