---
id: "lit-human-in-the-loop"
type: "adjacent-literature"
source_timestamps: ["Enrichment Overlay — Adjacent Literature §4"]
tags: ["human-in-the-loop", "sociotechnical-systems"]
related: ["action-explicit-review-processes", "concept-forward-deployed-ai-architect"]
sources: ["adoption"]
sourceVaultSlug: "hbr-seg-adoption"
originDay: 9
articleStem: "hbr-edu-38-ai-workslop"
sourceUrl: "https://hbr.org/2026/01/why-people-create-ai-workslop-and-how-to-stop-it"
sourceTitle: "Why People Create AI “Workslop”—and How to Stop It"
---
# Human-in-the-Loop AI & Sociotechnical Systems

**Human-in-the-Loop AI & Sociotechnical Systems.** This literature stresses that AI must be integrated with human judgment, workflows, and organizational norms to avoid quality failures. Recommendations like 'use AI to polish work, not create it,' treating AI as an 'untrained intern,' and maintaining human review in client-facing or final outputs reflect it.

Grounds [[action-explicit-review-processes]] and the [[concept-forward-deployed-ai-architect]] role, which exists to fit AI into human sociotechnical systems.