Thinking about how organisations perform in an AI-enabled world
How people, agents, governance and shared context connect to organisational capability.
A durable HR AI stack needs eight capabilities, three cross-cutting control rails and a Workforce Context Graph that connects purpose, work, people, agents, policy, systems and…
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Microsoft is putting natural-language app creation, persistent delegation, managed runtime and metered spend into one work surface. The workforce consequence is operational…
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A rare in-situ study shows that persistent agents collide with tacit rules of privacy, hierarchy, interruption and trust. The next design object is work jurisdiction: explicit,…
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New research shows that curated task tests can materially overstate workplace performance, while self-organising agents derive capability from shared organisational…
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Agent lifecycle systems and enterprise orchestration platforms are making machine work visible while the human labour of briefing, routing, checking and recovery remains…
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Agent identity, frontier-model reporting, international incident notification and AI-worker distress reveal a new organisational risk: responsibility is being compressed onto…
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