---
id: "action-protect-practice-ground"
type: "action-item"
source_timestamps: ["§ Designing from the Real Organization"]
tags: ["talent-development", "training"]
related: ["concept-invisible-pipeline", "claim-eroding-governance-capacity"]
action: "Create red-team rotations tasking junior staff with auditing and breaking AI decisions to build judgment."
outcome: "Preservation of the talent pipeline and cultivation of senior human judgment despite the automation of entry-level work."
speakers: ["K. Sudhir"]
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"
---
# Protect the practice ground via red-team rotations

**Action:** Create red-team rotations tasking junior staff with auditing and breaking AI decisions to build judgment.

**Outcome:** Preservation of the talent pipeline and cultivation of senior human judgment despite the automation of entry-level work.

To replace the [[concept-invisible-pipeline]] of judgment-building grunt work that AI automates, deliberately design *new* apprenticeship models. Create **red-team rotations** where junior staff are tasked with *breaking or auditing the AI's decisions.* This structured shadowing replaces routine execution with **high-density observational learning**, cultivating the senior judgment the firm will need in the future.

This is Step 4 of [[framework-design-real-organization]] and the mitigation for [[claim-eroding-governance-capacity]]. Whether it can *fully* substitute for years of end-to-end practice is unresolved — see [[question-scaling-apprenticeship]].