---
id: "action-pair-senior-junior"
type: "action-item"
source_timestamps: ["§ What Leaders Should Do", "¶17"]
tags: ["apprenticeship", "talent-development"]
related: ["concept-capability-debt", "action-mandatory-sign-off", "framework-ai-accountability"]
action: "Pair a senior engineer with a junior engineer on every software release to facilitate teaching."
outcome: "Preserves the apprenticeship pipeline and prevents the accrual of capability debt."
speakers: ["Chengwei Liu", "Balázs Kovács"]
sources: ["futures"]
sourceVaultSlug: "hbr-seg-futures"
originDay: 2
articleStem: "hbr-cl-84-big-tech-capability-crisis"
sourceUrl: "https://hbr.org/2026/06/big-techs-looming-capability-crisis"
sourceTitle: "Big Tech’s Looming Capability Crisis"
---
# Pair Senior and Junior Engineers on Releases

## Action — Pair Senior and Junior Engineers on Releases

**Do:** Pair a **senior with a junior engineer on every release**, so the [[action-mandatory-sign-off|sign-off process]] doubles as a **teaching moment** and knowledge transfer survives the push for AI productivity.

**Outcome:** preserves the apprenticeship pipeline and directly counters [[concept-capability-debt-d2|capability debt]].

**Step 2** of the [[framework-ai-accountability|mitigation framework]].
