Generative AI
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What an AI-Augmented Consultant Actually Does
What an AI-augmented field consultant actually does. AI compresses the desk work so the operational work grows. Real projects.
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Is Claude Sustainable? What Anthropic’s S-1 Reveals About Its Environmental Impact
Anthropic publishes no environmental report. Per-query, Claude is most efficient. The Colossus deal makes the picture worse.
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How Claude Code Skills Cut AI Energy Use
How Claude Code skills, caching, and sub-agents cut AI compute by ~58% on a real consulting month. Honest math, honest caveats.
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Why Sustainability Tasks Use 3-9x Less AI Than Equivalent Work
The gap widens where values and judgment matter most. Cognitive analysis of Claude usage data filtered by sustainability.
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Claude Code for Circular Economy Research: Field Workflows from Real Projects
A practitioner’s workflow for using Claude as a research collaborator on circular economy and sustainability questions. Tools, prompts, and rigor checks.
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Build Custom Courses with Tutor AI Using Your Own Content
Most AI course builders force you to follow their structure, their content, and their logic. Tutor AI flips that.You stay in control. The AI just does the heavy lifting. If you’re a teacher, coach, or curriculum designer who’s already got a plan—or even just a pile of notes—you can now turn it into a complete,…
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AI in the Circular Economy: What Has Actually Been Deployed
I checked every deployment of AI in the circular economy that I could trace to a primary source: project pages, funder records, conference papers and public procurement notices. The list is shorter and more lopsided than conference talks suggest. What the register shows Judged by who keeps paying, two uses work today. Recycling operators and…
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AI in Education. A Deep Dive into Generative AI Usage data.
Artificial Intelligence (AI) is revolutionizing education, reshaping how teachers, tutors, and instructional designers create content, assess students, and provide support. But how exactly is AI being used in real-world educational settings? To answer this, we analyzed real usage data from Anthropic’s AI platform, focusing on how educators interact with generative AI. This data-driven approach provides…