AI shapes our daily decisions seamlessly, often beyond awareness, from social feeds to shopping. This invisible influence raises urgent questions about autonomy, regulation, and cognition. recognising this is the first step to reclaiming our decision-making.
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https://dev.to/rawveg/you-are-not-choosing-4nmm#HumanInTheLoop #AIethics #DigitalAutonomy #DataRegulation
You Are Not Choosing
You woke up this morning and checked your phone. Before your first cup of tea had brewed, you had...
AI fabrications in legal cases are escalating, risking justice for the vulnerable and exposing systemic flaws. Unverified AI citations threaten case integrity, especially for those with limited legal support. Urgent regulatory and infrastructural reforms are needed.
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https://smarterarticles.co.uk/phantom-precedent-when-ai-fabricates-citations-and-the-poor-pay?pk_campaign=rss-feed #HumanInTheLoop #LegalTech #AIinJustice #JusticeReform
Phantom Precedent: When AI Fabricates Citations and the Poor Pay
On the morning of 18 March 2026, Deborah Leslie stood at the lectern of the Supreme Court of Georgia, in downtown Atlanta, and tried to...
Reddit’s vast human conversation archive is now a multi-million dollar asset for AI training, highlighting the paradox where human data is invaluable yet creators see no direct reward. As synthetic content floods the web, protecting authentic human input becomes urgent.
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https://dev.to/rawveg/valued-at-millions-compensated-at-zero-35gj#AIinData #Digital Ethics
#DataDignity #HumanInTheLoop
Valued at Millions, Compensated at Zero
In February 2024, Reddit filed for an initial public offering and simultaneously announced a deal...
A multi-agent LLM where each agent learns when to defer to a human, trained with GRPO on a cost-aware reward. Each defer event becomes SFT data, so the model gradually absorbs the human's expertise. Tunable cost knob trades accuracy against human-call budget at deployment, no retraining.
https://benjaminhan.net/posts/20260520-adaptive-collaboration-mapo/?utm_source=mastodon&utm_medium=social
#ICLR #HumanInTheLoop #AgenticSystems #Metacognition #RL #AI
Adaptive Collaboration with Humans: Metacognitive Policy Optimization for Multi-Agent LLMs with Continual Learning – synesis
USC trains multi-agent LLMs with a deferral meta-policy: GRPO chooses Eval/Create/Defer at each round, and each deferral becomes SFT data for continual capability growth.
Generative AI is quietly eroding creative markets by displacing demand and depressing rates, without clear job layoffs. Policy tools beyond copyright reform, like levies and public support, are essential to sustain human creative work.
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https://smarterarticles.co.uk/the-quiet-collapse-how-generative-ai-hollows-out-creative-markets?pk_campaign=rss-feed #HumanInTheLoop #CreativeEconomy #AIPolicy #CulturalProtection
The Quiet Collapse: How Generative AI Hollows Out Creative Markets
There is a particular kind of professional disappearance that does not show up in the unemployment figures. The illustrator still has a...
The rise of AI hype masking real capabilities has led to widespread "AI washing," where companies misrepresent or exaggerate AI features to attract investment and customers. Stronger regulation and improved AI literacy are crucial to combat this deception.
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https://dev.to/rawveg/the-great-ai-confidence-trick-eao#AIinBusiness #TechTransparency #Regulation #HumanInTheLoop
The Great AI Confidence Trick
The shopping app Nate promised something irresistible: buy anything from any online store with a...
American child welfare relies heavily on opaque predictive systems that can disproportionately target Black and low-income families without their knowledge or meaningful recourse. Urgent reform is needed to ensure transparency, rights, and fairness.
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https://smarterarticles.co.uk/the-knock-at-the-door-predictive-scoring-and-child-welfare-rights?pk_campaign=rss-feed #HumanInTheLoop #AIinChildWelfare #AlgorithmicAccountability #DataJustice
The Knock at the Door: Predictive Scoring and Child Welfare Rights
The knock comes on a Tuesday, late afternoon, when the rice is still on the hob and the youngest is doing homework at the kitchen table...
The future of AI is shifting from code to control of physical infrastructure, with SpaceX's orbital data centres leading this transformation. Vertical integration could redefine global power dynamics in technology and geopolitics.
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https://dev.to/rawveg/infrastructure-is-destiny-4p8#HumanInTheLoop #AIinSpace #InfrastructureControl #TechPower
Infrastructure Is Destiny
The question used to be simple: who has the best algorithm? For a decade, the artificial intelligence...
AI-driven romance scams have turned into an industrialised, highly efficient operation that exploits human attachment. Regulation must evolve to hold platforms and payment systems accountable for this growing harm.
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https://smarterarticles.co.uk/when-love-becomes-a-language-model-inside-the-industrial-romance-scam?pk_campaign=rss-feed #HumanInTheLoop #AIDeception #TechRegulation #CyberCrime
When Love Becomes a Language Model: Inside the Industrial Romance Scam
In February 2026, Erin West walked through an empty scam compound in Sihanoukville. The lights, she would later tell the Stolen podcast...
Despite widespread agreement on ethical principles, enforcement of AI ethics remains weak and inconsistent, risking ethics washing and harmful practices. Urgent, anticipatory governance with meaningful penalties is essential. Discover more at
https://dev.to/rawveg/bridging-the-ai-ethics-enforcement-gap-smarterarticles-s1e5-elm#HumanInTheLoop #AIethics #GovernanceInAI #ResponsibleAI
Bridging the AI Ethics Enforcement Gap - SmarterArticles S1E5
Written by Tim Green, narrated by AI. Listen to the full episode here. 🎙️ Season 1, Episode 5 |...
Tim Green
Benjamin Han