Recent Articles
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What REM Sleep’s Energy Paradox Tells Us About AI-Assisted Rest
A new study from Tohoku University found that during REM sleep, neuronal energy levels drop even as blood flow and metabolic inputs surge — an ‘energy paradox’ that challenges the brain-as-battery model underlying most AI productivity design. If the brain’s most restorative state is also its most metabolically counterintuitive, the assumption that AI offloading conserves…
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The Accountability Gap at the Heart of Predictive Policing
Predictive policing systems are failing not because AI is inherently biased but because they were deployed without the audit mechanisms, transparency requirements, and civil accountability structures that make high-stakes public decisions legitimate. The failure is a specific procurement and governance design problem — one that can be named, and in principle fixed. Understanding what is…
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AI Code Generation Is Shipping Faster and Trusting More
AI development tools have shifted from autocomplete to code generation at scale, but enterprise teams are absorbing the change as a productivity upgrade rather than a trust model change. When AI generates the modules and humans approve them, code review based on author intent breaks — and security scanning and supply chain documentation become mandatory,…
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AI and the Uneven Productivity Gains Across Industries
AI’s rapid adoption has led to significant productivity gains in specific sectors, but these benefits are unevenly distributed across industries and regions. This raises important economic questions about AI’s broader impact and the need for strategic interventions.
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Educational content and learning materials produced by q52. Practical guides, explainers, and reference materials for practitioners working in AI, security, and technology.
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176 postsIndustry & Economics
How technology reshapes markets, labor, capital allocation, and business models. Analysis of who gains, who loses, and what the mechanisms actually are.
75 postsLegacy Systems
A serialized dystopian fiction series about the slow-motion collapse of a society optimized to death by the systems meant to run it.
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Curated links from across the web, social media, and external publications. Brief editorial context on why something is worth reading.
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62 postsq52 Labs
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58 postsSociety
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69 postsTech & Engineering
The craft and discipline of building systems. Engineering judgment, architecture decisions, tradeoffs, and what experienced practitioners actually contend with.
67 postsThe Singularity
Speculative and philosophical takes on AI futures, post-human scenarios, and civilizational risk.
26 posts