Operator Agent Skills

Work Design for the AI Era

Source-grounded pack with AI Work Allocation Map, Human-Agent Handoff Design, and Role Redesign Brief, plus 1 more.

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Grounded in the complete Work Design for the AI Era series.

Open the pack, choose a workflow, and follow its setup and input instructions. You can also open each workflow below.

10 source essays · 4 usable skills · reviewed Jul 2026

Use this pack when

Choose this pack when the work touches Work Design for the AI Era and you need a bounded workflow with explicit inputs, a defined output, and human review gates.

Choose the job in front of you.

4 source-grounded skills. Load one workflow at a time.

AI Work Allocation Map

Use this workflow when a recurring workflow needs step-level assist, review, exception, or automate decisions based on risk, reversibility, input quality, judgment, and measurable value.

Output specification

Return an AI work allocation map with:

Human-Agent Handoff Design

Use this workflow when AI-generated work is overloading reviewers or exceptions are bouncing between people because queue entry, evidence, authority, and learning are unclear.

Output specification

Return a handoff and review design with:

Role Redesign Brief

Use this workflow when AI has changed production, review, or exception work and a role's accountabilities, judgments, interfaces, standards, skills, and metrics no longer fit.

Output specification

Return a role redesign brief with:

Work Design Risk Review

Use this workflow when an AI-assisted workflow needs an accountability contract and audit of ownership, quality, evidence, exceptions, metrics, hidden labor, and failure learning.

Output specification

Return a work design risk review with:

Keep consequential decisions explicit.

These workflows structure analysis and artifacts; they do not authorize autonomous external, personnel, financial, legal, security, or other high-impact action.

Choose your reading rhythm.

Start with a weekly briefing, add daily notes, or hear only when a durable essay or research update is ready.

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