Redditβs 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 β 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. ποΈ Season 1, Episode 5 |...
OpenClaw, a fast-growing open-source AI assistant, demonstrates the double-edged nature of autonomous agentsβfrom helpful tools to security nightmares. Its vulnerabilities highlight urgent needs for governance and safety in high-stakes AI systems.
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https://dev.to/rawveg/the-openclaw-warning-3b4k#HumanInTheLoop #AIsafety #Cybersecurity #AutonomousAgents
The OpenClaw Warning
OpenClaw promised to be the personal AI assistant that actually does things. It orders your...
The rise of data centres is driving up electricity bills, water use, and local noise levels, often without community consent or awareness. Industry reforms are needed to ensure fair costs and environmental safeguards.
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https://smarterarticles.co.uk/when-data-centres-move-in-rising-bills-falling-water-tables?pk_campaign=rss-feed #HumanInTheLoop #DataCenterImpact #AIInfrastructure #SustainableTech
When Data Centres Move In: Rising Bills, Falling Water Tables
John Steinbach opened the envelope at his kitchen table in Manassas, Virginia, and stared at a number that did not make sense. His Janu...
Tim Green
Benjamin Han