---
id: "contrarian-ai-solution-is-human"
type: "contrarian-insight"
source_timestamps: ["§ Relieving the Pressure: How Leaders Can Reduce Workslop"]
tags: ["contrarian-insight", "human-in-the-loop", "culture"]
related: ["framework-system-level-response", "quote-irony-of-ai", "counter-governance-vs-trust"]
speakers: ["Kate Niederhoffer", "Alexi Robichaux", "Jeffrey T. Hancock"]
challenges: "The belief that technological friction should be solved primarily with better technology or stricter software policies."
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"
---
# Contrarian: The Solution to AI Problems Is More Human Collaboration

**Conventional view:** a technology problem (bad AI output) is best solved with more technology — better prompts, stricter software guardrails.

**The authors' challenge:** the fix for workslop is fundamentally *human* — rebuilding trust, making space for slow dialogue, and improving interpersonal collaboration. This is captured in [[quote-irony-of-ai]] and operationalized by the Culture layer of [[framework-system-level-response]].

**Challenges:** the belief that technological friction should be solved primarily with better technology or stricter software policies.

**Counterpoint (hold both):** governance-minded critics argue formal standards and validation controls matter alongside trust — see [[counter-governance-vs-trust]].