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Agent Autonomy Spectrum Manus — in Ethan Mollick's testing, this Claude-based agent showed "a tendency to extrapolate answers without asking," a concrete argument for keeping a human in a semi-synchronous loop rather than going fully autonomous (Making AI Work — Leadership, Lab, a…
AI Commoditizes Expertise The Bottleneck Shift — Ethan Mollick reaches the same conclusion independently ("humans know what needs to be done" ≈ "the bottleneck is figuring out what to do").
Claude Code Manus — an autonomous agent "based on Claude" (Ethan Mollick's benchmark subject).
Individual vs Organizational AI Gains Ethan Mollick's productivity paradox: AI demonstrably boosts individual performance and adoption is high, yet organizational performance and macro wage/hours data barely move — because individual gains don't translate to organizational gains by default.
Leadership, Lab, and Crowd Ethan Mollick's framework for turning AI's individual productivity gains into organizational ones — by coordinating three roles.
Making AI Work: Leadership, Lab, and Crowd Ethan Mollick's One Useful Thing essay (2025-05-22) arguing that AI's individual productivity gains don't become organizational gains without deliberate organizational innovation — coordinated across three roles: Leadership, Lab, and Crowd.
Manus An autonomous AI agent "based on Claude" (Anthropic), used by Ethan Mollick as a reference point for what agentic systems can do.
One Useful Thing Ethan Mollick's newsletter on the practical use of AI (oneusefulthing.org).
Secret Cyborgs Ethan Mollick's term for workers who use AI productively but hide it — the gap between ~20% official tool adoption and 40%+ who privately admit large AI-driven gains.
The Bottleneck Shift Articulated by Ethan Mollick and independently by Dan Shipper — the strongest cross-source convergence in the wiki so far.
The Human Sandwich The Bottleneck Shift — the human "frame" and "what's next?" steps are exactly the what-to-do judgment Ethan Mollick calls the new bottleneck.
The Infinite Backlog The Bottleneck Shift — the backlog's "what's next?" choice is the same scarcity Ethan Mollick names: when execution is cheap, deciding what to do is the bottleneck.
Vibe Coding Ethan Mollick uses "vibe coding" for how AI "changes how programmers allocate time and effort," and "vibework" for the broader pattern: cross-functional teams (engineers + subject-matter + marketing experts) "independently build projects in days that would…
What's Scarce When Execution Is Cheap Norbert Wiener (information theory, ~1950), Dan Shipper (economics of expertise, 2026), and Ethan Mollick (organizational change, 2025) reach one conclusion from three starting points.