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Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

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If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

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Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

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The Line Governments Keep Getting Wrong on AI

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Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

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Expert Voices

Headshots of Dr Patrizia Di Campli San Vito and Dr Eva Fringi, researchers at the University of Glasgow

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

October 19, 2026

Editorial collage featuring three professional women in a sophisticated navy, cream and gold architectural setting, symbolizing education, career development and the changing path into the workforce.

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

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Editorial illustration of Anandh Mathew surrounded by imagery of industrial AI, oil and gas, mining, microbial biotechnology, factories, geological landscapes, and data networks.

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Portrait of Dr. Vikram Singh, Head of Artificial Intelligence, Mahindra Group on a geometric blue and beige background.

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Latest

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

portrait image of Terrence-Curley-Senior-Vice-President-Operations-OpenGov

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

Editorial illustration of an executive cutting a large “BIG AI BET” block into smaller projects, with teams working on individual initiatives in colorful workspaces.

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

If AI Does the Entry-Level Work, Where Do Future Leaders Come From?

Anandh Mathew, Caliche: On Oil, Mining and the Industrial AI Nobody Wants to Fund

The Line Governments Keep Getting Wrong on AI

Dr. Sachin Agrawal on Telling a Production-Ready AI System From a Convincing Demo

The End of the Big Bet: Why 2026 AI Budgets are Going Small

Explainers

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Saina Human AI Launches Future Skills Initiative for AI Education

July 10, 2026
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July 10, 2026
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Humans of AI – Community of AI Leaders

NervNow’s Invite-only Community.

Click here to know more.

AI Jobs & Skills

Saina Human AI Launches Future Skills Initiative for AI Education

July 10, 2026
Arduino Opens Edge AI Invention Lab at IIT Delhi

July 10, 2026
Anthropic Hiring Communications Program Manager in San Francisco, New York

June 11, 2026
Apply Now: OpenAI Hiring Consumer Communications Lead for APAC

June 2, 2026
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June 1, 2026
India’s Sutikshana Technologies Rolls Out Samwaad.ai, an AI-Powered Interview Coach

June 1, 2026

Industry Insights

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August 12, 2026

Abstract editorial collage illustrating the future of AI in journalism, featuring faceless geometric journalists surrounding a central reporter with a scribbled head taking notes as oversized microphones converge from the foreground. Set against a modern newsroom with layered paper textures and bold geometric shapes in navy, ochre, cream, and muted orange, the scene includes a stack of books labeled AI, Ethics, Accountability, Curiosity, and Courage, symbolizing the balance between artificial intelligence and the enduring values of responsible journalism.

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July 17, 2026

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Industry Insights

Two Glasgow Researchers on Putting Non-Experts in Charge of AI Audits

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September 21, 2026

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AI Security & Risk

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AI Tools & Models

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Marketing & Advertising

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