Who Benefits from AI Wealth? Anthropic’s Public Benefit Fund Opens a Bigger Debate
Anthropic has proposed an equity-based Public Benefit Fund. Explore what its pledge could mean for AI wealth, workers and economic accountability.
Tag: Future of Work
Build a Task Portfolio for the AI Era: Show What You Can Judge, Improve and Deliver
Build a career task portfolio with clear inputs, visible AI assistance, human corrections and evidence of the work you can deliver.
AI Could Add £80 Billion to UK Productivity — But the Real Bottleneck Is Human Skills
A new UK report estimates AI could add up to £80 billion to productivity by 2035, but warns that workforce skills remain a major barrier to adoption.
Don’t Predict the Vanishing Job—Map the Task Stack
Stop treating occupations as single units. Map the task stack to decide what AI may assist, what humans should retain and which skills require investment.
AI Leadership Is Becoming the Art of Judgment Design
As AI systems handle larger workflows, leaders must move beyond task supervision toward designing objectives, boundaries, oversight and accountability.
Beyond Prompting: Why Process Design Is the Next AI Skill
Prompt writing matters, but process design can create greater value. Learn how to build repeatable AI workflows instead of isolated prompts.
Bill Gates Says Governments Are Not Ready for AI: The Real Challenge Is Social Infrastructure
Bill Gates warned on 15 September 2026 that governments worldwide are unprepared for AI’s effects on jobs, security and wellbeing. The deeper challenge may be institutional adaptation: education, welfare, regulation and public services must evolve alongside intelligence itself.
AI at Work Changes More Than Productivity: New Research Links Human-AI Interaction to Role Identity
A study published 9 September 2026 found human-AI interaction was positively associated with workplace task performance, partly through employees’ role identity and self-efficacy. The finding suggests AI adoption succeeds not only when the technology works—but when workers still understand what they contribute.
One Car Every Minute Is a Throughput Claim—Not a Complete Automation Score
Fast production is impressive, but line speed alone cannot reveal how much of a factory is automated. Ask what was counted and where people still contribute.
The AI Classroom Question: Can the Learner Explain the Answer Afterwards?
A polished AI-assisted assignment is only one part of learning. Add explanation, variation and independent attempts to make understanding visible.