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Carbon, Code & Clusters: When AI Audits the Life Cycle of Itself

AI has a carbon problem. It also has a paperwork problem. The carbon problem is familiar enough: models require chips, chips require factories, data centers require power, and “cloud” remains one of technology’s more successful euphemisms for buildings full of hot machines. The paperwork problem is quieter. If organizations want to measure environmental impact seriously, they need Life Cycle Assessment, or LCA: the discipline of tracking environmental burdens across extraction, production, use, and end-of-life. That work depends on fragmented studies, sector-specific data, inconsistent terminology, and long technical reports written in the dialect of people who enjoy appendices. ...

February 28, 2026 · 18 min · Zelina
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Big AI and the Metacrisis: When Scaling Becomes a Liability

Scale is one of business’s favourite words. A product that scales can serve more customers without proportionally increasing costs. A platform that scales becomes harder to displace. An infrastructure provider that scales can convert technical advantage into market power. The awkward question is what else scales with it. More AI usage can mean more useful outputs, lower unit costs, and wider access. It can also mean more infrastructure demand, more dependence on dominant platforms, more synthetic content competing for attention, and more institutional influence concentrated among the organisations able to build frontier systems. ...

January 2, 2026 · 18 min · Zelina
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ESG in the Age of AI: When Reports Stop Being Read and Start Being Parsed

Reports are meant to be read. ESG reports, unfortunately, are often meant to be admired, navigated, skimmed, quoted, selectively screenshotted, and occasionally endured. They arrive as glossy PDFs full of charts, tables, diagrams, narrative claims, compliance language, decorative layout choices, and headings that may or may not behave like headings. The result is a familiar corporate ritual: a firm publishes hundreds of pages of sustainability disclosure, investors and regulators ask what it means, and everyone quietly discovers that the document is more presentation object than data infrastructure. ...

November 23, 2025 · 13 min · Zelina
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When ESG Meets LLM: Decoding Corporate Green Talk on Social Media

A corporate sustainability post rarely says, “Please admire our reputational risk management.” It says something friendlier. A tree-planting day. A Pride Month banner. A smiling volunteer team. A solar panel photographed at just the right angle. A line about communities, innovation, opportunity, resilience, or the future. The usual words, freshly laundered. The analytical problem is that these posts are not random fluff. They are corporate communication at scale, and they are increasingly multimodal: text, hashtags, brand imagery, infographics, event photos, symbolic gestures, and occasionally something resembling an operational fact. Reading them one by one is theatre. Ignoring them is also a choice, just not a very intelligent one. ...

November 6, 2025 · 16 min · Zelina