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The LibraryManagement theory for the agent workforce

Articles & Resources

A hundred years of management science, pointed at the agent workforce. Theory, metrics, and tools you can use this week.

The Framework
What Is the Delegation Quotient?
The Delegation Quotient (DQ) is a 0-10 measure of how well a professional delegates to AI agents — across three dimensions: Brief, Handoff, and Review. Definition, tiers, and how it's measured.
June 2026 · Shameek Chakravarty
How to Raise Your DQ: One Move Per Tier
The fastest way up the Delegation Quotient curve, tier by tier — the single highest-leverage move for Chat-Tab Operators, Power Prompters, and Delegators.
June 2026 · Shameek Chakravarty
The Theory
Prompting Is Gofer Delegation. Briefing Is Stewardship Delegation.
Stephen Covey described two kinds of delegation in 1989. The prompt-engineering industry taught the wrong one. Covey's stewardship delegation maps one-to-one onto briefing AI agents.
June 2026 · Shameek Chakravarty
The Verification Inversion
Principal-agent theory says delegation costs come from misaligned incentives. AI agents have no incentives — so the entire cost of delegation collapses into one place: verification.
June 2026 · Shameek Chakravarty
Span of Control Is Dead. Span of Specification Is the New Org Math.
Graicunas proved managers max out at about six direct reports because relationships grow geometrically. Agents have no relationships — so the limit on how much one person can run has moved.
June 2026 · Shameek Chakravarty
The Metrics
The True Leverage Ratio: What the Agent Autonomy Ratio Misses
The Agent Autonomy Ratio measures unattended agent time against prep time. It misses verification — the one cost that can't be skipped. The True Leverage Ratio fixes it, plus four companion metrics.
June 2026 · Shameek Chakravarty
Resources
The Stewardship Brief: A Copy-Paste Template
The five-part agent brief template based on Covey's stewardship delegation — desired results, guidelines, resources, accountability, consequences. Copy it, fill it, delegate.
June 2026 · Shameek Chakravarty