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Tim Green

@rawveg.substack.com

Principal Engineer, backend specialist & open-source advocate. Writes on ethics, automation & sustainable dev. Lover of clean code, big ideas & quiet revolutions.

19 Followers  |  23 Following  |  211 Posts  |  Joined: 29.03.2025  |  1.8688

Latest posts by rawveg.substack.com on Bluesky

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The Thinking Machine's Apprentice AI in healthcare and beyond isn't just diagnosingβ€”it's challenging clinicians to think deeper, spot biases, and sharpen their reasoning skills. A cognitive revolution in the making. #HumanInTheLoop #AIinHealthcare #CognitiveEnhancement #ReasoningRevolution

AI in healthcare and beyond isn't just diagnosingβ€”it's challenging clinicians to think deeper, spot biases, and sharpen their reasoning skills. A cognitive revolution in the making.

09.08.2025 12:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Ghost Workers: The Truth Behind 'Autonomous' AI Much of what is labelled as 'autonomous' AI relies on invisible human labour β€” from data annotation to content moderation. Recognising this human infrastructure is crucial for honest development, fair compensation, and smarter human-AI collaboration. #HumanInTheLoop #AIethics #DigitalLabor #AIcollaboration

Much of what is labelled as 'autonomous' AI relies on invisible human labour β€” from data annotation to content moderation. Recognising this human infrastructure is crucial for honest development, fair compensation, and smarter human-AI collaboration. Discover more at

09.08.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Future of AI in Real Estate and Rentals AI is revolutionising real estate, transforming valuations, transactions, and property management with predictive analytics and virtual tools by 2025. This shift enhances efficiency, accessibility, and market stability in a rapidly evolving sector. #HumanInTheLoop #RealEstateTech #AIinProperty #SmartBuildings

AI is revolutionising real estate, transforming valuations, transactions, and property management with predictive analytics and virtual tools by 2025. This shift enhances efficiency, accessibility, and market stability in a rapidly evolving sector.

08.08.2025 12:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Perfect Sims, Imperfect Worlds: Why Retail AI Still Isn't Ready Despite impressive virtual training, retail AI still struggles with the sim-to-real gap, facing visual, physical, and social complexities in real stores. Advances like digital twins and specialised platforms offer hope, but robust real-world performance remains a challenge. #HumanInTheLoop #RetailAI #SimulationToReality #EmbodiedAI

Despite impressive virtual training, retail AI still struggles with the sim-to-real gap, facing visual, physical, and social complexities in real stores. Advances like digital twins and specialised platforms offer hope, but robust real-world performance remains a challenge.

08.08.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Truth as Ammunition AI is revolutionising information warfareβ€”creating and combating disinformation at unprecedented scale. But can we trust black-box systems to defend truth when they can also weaponise it? #HumanInTheLoop #AIethics #Disinformation #StrategicExplainability

AI is revolutionising information warfareβ€”creating and combating disinformation at unprecedented scale. But can we trust black-box systems to defend truth when they can also weaponise it? Discover more at

07.08.2025 12:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Robot That Learned to See: How Vision-Only Control Is Rewriting Robotics MIT's vision-only control system enables robots to learn their own movements through visual observation, eliminating the need for embedded sensors. This innovation could democratise robotics and unlock new applications in soft, field, and medical robotics. #HumanInTheLoop #RoboticsInnovation #ArtificialIntelligence #SoftRobotics

MIT's vision-only control system enables robots to learn their own movements through visual observation, eliminating the need for embedded sensors. This innovation could democratise robotics and unlock new applications in soft, field, and medical robotics.

06.08.2025 23:44 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Hidden Cost of Intelligence AI's rapid growth is driving unprecedented energy consumption, resource use, and environmental impact, threatening planetary sustainability. Innovations in architecture, optimisation, and regulation are vital to balance intelligence with ecological responsibility. Discover more at https://dev.to/rawveg/the-hidden-cost-of-intelligence #HumanInTheLoop #SustainableAI #GreenTech #AIinCinema

AI's rapid growth is driving unprecedented energy consumption, resource use, and environmental impact, threatening planetary sustainability. Innovations in architecture, optimisation, and regulation are vital to balance intelligence with ecological responsibility.

06.08.2025 12:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Sacred Code: When AI Sermons Confront Religious Leadership AI-generated sermons challenge religious authority by blending efficiency with questions of authenticity and divine inspiration. As technology democratises theological access, faith communities must balance tradition with innovation to preserve spiritual integrity. #HumanInTheLoop #ReligiousTech #AIinFaith #SpiritualAuthenticity

AI-generated sermons challenge religious authority by blending efficiency with questions of authenticity and divine inspiration. As technology democratises theological access, faith communities must balance tradition with innovation to preserve spiritual integrity.

06.08.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Art of Conversation AI doesn't just need to explain its decisionsβ€”it needs to engage in debate, defend its reasoning and adapt to human dialogue. The future of explainable AI lies in teaching machines the messy art of conversation. #AIethics #ExplainableAI #HumanInTheLoop #ConversationalDesign

AI doesn't just need to explain its decisionsβ€”it needs to engage in debate, defend its reasoning and adapt to human dialogue. The future of explainable AI lies in teaching machines the messy art of conversation.

05.08.2025 12:00 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Human Margin: Generative AI, Daily Life, and the Road Ahead Generative AI is transforming daily lifeβ€”from education to healthcareβ€”amplifying human capabilities while raising privacy, bias, and economic challenges. Responsible development and regulation are crucial to ensure AI benefits society. #HumanInTheLoop #AIEthics #DigitalTransformation #AIRegulation

Generative AI is transforming daily lifeβ€”from education to healthcareβ€”amplifying human capabilities while raising privacy, bias, and economic challenges. Responsible development and regulation are crucial to ensure AI benefits society.

05.08.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Silicon Surgeon AI is revolutionising surgery with robotic systems that enhance precision, analyse real-time data, and democratise access to expert care. From augmented reality to autonomous procedures, the future of healing is a seamless fusion of human compassion and machine intelligence. #HumanInTheLoop #RoboticSurgery #AIinMedicine #MedicalInnovation

AI is revolutionising surgery with robotic systems that enhance precision, analyse real-time data, and democratise access to expert care. From augmented reality to autonomous procedures, the future of healing is a seamless fusion of human compassion and machine intelligence.

04.08.2025 12:00 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Beyond the App: The AI Agent Revolution You're Already Living AI agents are reshaping daily life by simplifying complex tasks, enhancing productivity, and democratising expertise across sectors from education to healthcare. This bottom-up revolution is guiding us toward seamless, personalised digital experiences that serve human needs. #HumanInTheLoop #AIinDailyLife #FutureOfWork #DigitalTransformation

AI agents are reshaping daily life by simplifying complex tasks, enhancing productivity, and democratising expertise across sectors from education to healthcare. This bottom-up revolution is guiding us toward seamless, personalised digital experiences that serve human needs.

04.08.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The EU's AI Code of Practice The EU's AI Code of Practice is setting a global standard for AI governance, reshaping how tech firms operate worldwide with its extraterritorial reach and risk-based approach. Discover how these regulations will impact your digital future. #AIGovernance #EUAI #DigitalRegulation #HumanInTheLoop

The EU's AI Code of Practice is setting a global standard for AI governance, reshaping how tech firms operate worldwide with its extraterritorial reach and risk-based approach. Discover how these regulations will impact your digital future.

03.08.2025 12:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Through the Eyes of Janus: The Future of AI in a Fractured World AI's future is characterised by deep divisions β€” shaping society as a tool for progress or a source of risk. Balancing innovation, ethics, and trust requires recognising AI's dual nature and implementing nuanced governance. #HumanInTheLoop #AIethics #AIregulation #DigitalTransformation

AI's future is characterised by deep divisions β€” shaping society as a tool for progress or a source of risk. Balancing innovation, ethics, and trust requires recognising AI's dual nature and implementing nuanced governance.

03.08.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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AlphaEvolve Google DeepMind's AlphaEvolve is autonomously discovering novel algorithms through evolution, pushing AI closer to general intelligence. Its ability to generate optimised solutions across domains highlights a transformative step in computational innovation. Discover more at https://dev.to/rawveg/alphaevolve #AIinResearch #AlgorithmDiscovery #CreativeTechnology #HumanInTheLoop

Google DeepMind's AlphaEvolve is autonomously discovering novel algorithms through evolution, pushing AI closer to general intelligence. Its ability to generate optimised solutions across domains highlights a transformative step in computational innovation.

02.08.2025 12:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Symmetry as a Superpower: The Hidden Mathematics Behind AI's Next Leap MIT researchers are embedding symmetry principles into AI to boost learning efficiency, generalisation, and scientific discovery. This mathematisation of neural networks accelerates development in drug, protein, and molecular analysis while reducing environmental impact. #HumanInTheLoop #AIinScience #SymmetryInAI #ScientificInnovation

MIT researchers are embedding symmetry principles into AI to boost learning efficiency, generalisation, and scientific discovery. This mathematisation of neural networks accelerates development in drug, protein, and molecular analysis while reducing environmental impact.

02.08.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Mind's Mirror Discover how hybrid intelligence is bridging the gap between powerful AI and human-understandable decision-making, making AI both accurate and transparent. Learn more at https://rawveg.substack.com/p/the-minds-mirror #HybridIntelligence #ExplainableAI #HumanInTheLoop #AIethics

Discover how hybrid intelligence is bridging the gap between powerful AI and human-understandable decision-making, making AI both accurate and transparent.

01.08.2025 13:26 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Double-Edged Revolution: How AI's Promise Meets Reality's Complex Challenges AI's rapid evolution offers unprecedented opportunities but also poses complex societal and security challenges. Balancing human skills, responsible governance, and international coordination is crucial to ensure AI enhances human potential without amplifying risks. #HumanInTheLoop #AI risks #AI governance #FutureOfAI

AI's rapid evolution offers unprecedented opportunities but also poses complex societal and security challenges. Balancing human skills, responsible governance, and international coordination is crucial to ensure AI enhances human potential without amplifying risks.

01.08.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Digital Archaeologists AI is revolutionising archaeology by uncovering hidden structures, deciphering ancient scripts, and digitally reconstructing artefacts from fragments. These advancements deepen our understanding of human history while raising important ethical questions. #HumanInTheLoop #DigitalHeritage #AIinArchaeology #CulturalPreservation

AI is revolutionising archaeology by uncovering hidden structures, deciphering ancient scripts, and digitally reconstructing artefacts from fragments. These advancements deepen our understanding of human history while raising important ethical questions. Discover more at

31.07.2025 12:00 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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China's AI Diplomacy: Reshaping Global Tech Governance China is elevating its role in global AI governance with a comprehensive framework emphasising international cooperation, security, and inclusivity. This shift could reshape tech diplomacy, balancing competition with collaboration. #HumanInTheLoop #AIinDiplomacy #GlobalTechGovernance #InternationalCooperation

China is elevating its role in global AI governance with a comprehensive framework emphasising international cooperation, security, and inclusivity. This shift could reshape tech diplomacy, balancing competition with collaboration. Discover more at

31.07.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Thinking Machines, Thoughtful Makers AI ethics must evolve beyond abstract principles into reflective practiceβ€”bridging the gap between intentions and real-world impact with human-centred responsibility. #AIethics #HumanInTheLoop #ResponsibleTech #DigitalStewardship

AI ethics must evolve beyond abstract principles into reflective practiceβ€”bridging the gap between intentions and real-world impact with human-centred responsibility.

30.07.2025 12:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Black Box Brigade: Why Current AI Explanations Fall Short in Multi-Agent Systems Current explainability tools like SHAP and LIME fall short in multi-agent AI systems, where collective interactions and emergent behaviours make decisions opaque. Rethinking transparency is vital for trustworthy deployment in critical domains. #HumanInTheLoop #AIexplainer #CollectiveIntelligence #AIRegulation

Current explainability tools like SHAP and LIME fall short in multi-agent AI systems, where collective interactions and emergent behaviours make decisions opaque. Rethinking transparency is vital for trustworthy deployment in critical domains.

30.07.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The AI Revolution Reshaping Music AI is democratising music visualisation, enabling artists to create stunning, synchronised visuals from text prompts without extensive resources. This shift is transforming creative workflows, blurring human and machine roles, and opening new aesthetic horizons. #HumanInTheLoop #MusicTech #AIinCinema #CreativeTechnology

AI is democratising music visualisation, enabling artists to create stunning, synchronised visuals from text prompts without extensive resources. This shift is transforming creative workflows, blurring human and machine roles, and opening new aesthetic horizons.

29.07.2025 12:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Moral Minefield: Six Ethical Crises Redefining Global Order The rapid growth of AI presents urgent ethical crises, from autonomous weapons to deepfakes and bias amplification. Society must navigate these challenges with holistic, international approaches to ensure AI benefits humanity. #HumanInTheLoop #AIethics #FutureOfAI #ResponsibleInnovation

The rapid growth of AI presents urgent ethical crises, from autonomous weapons to deepfakes and bias amplification. Society must navigate these challenges with holistic, international approaches to ensure AI benefits humanity.

29.07.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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When AI Learns to Think Test-time training is revolutionising AI by enabling models to learn and adapt in real-time, bridging the gap between statistical learning and genuine reasoning. Discover how this breakthrough is redefining machine intelligence. #HumanInTheLoop #AIadvancements #MachineIntelligence #CognitiveComputing

Test-time training is revolutionising AI by enabling models to learn and adapt in real-time, bridging the gap between statistical learning and genuine reasoning. Discover how this breakthrough is redefining machine intelligence.

28.07.2025 12:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Ethics Engine: Building Moral Intelligence Into AI From Day One Building ethical AI from the outset is crucial to avoid biases and harmful consequences, yet most systems are developed reactively. Sector-specific frameworks and human-centred design principles are key to embedding morality and transparency. #HumanInTheLoop #AIethics #ResponsibleAI #TechForGood

Building ethical AI from the outset is crucial to avoid biases and harmful consequences, yet most systems are developed reactively. Sector-specific frameworks and human-centred design principles are key to embedding morality and transparency. Discover more at

28.07.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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Who Protects the Lonely Child from a Lying AI? As children increasingly rely on AI chatbots for emotional support and advice, the risk of misinformation and manipulation grows. Safeguarding their wellbeing requires responsible design, regulation, and recognising children’s unique vulnerabilities. #HumanInTheLoop #ChildSafety #AIRegulation #KidsAndAI

As children increasingly rely on AI chatbots for emotional support and advice, the risk of misinformation and manipulation grows. Safeguarding their wellbeing requires responsible design, regulation, and recognising children’s unique vulnerabilities.

27.07.2025 13:30 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Deregulation Dilemma: When American AI Policy Risks Breaking the World It Built America's push for AI deregulation aims to boost innovation and global leadership, but risks compromising safety, privacy, and ethics amid international competition. Striking the right balance is crucial for sustainable progress and societal trust. #HumanInTheLoop #AIRegulation #TechPolicy #GlobalAI

America's push for AI deregulation aims to boost innovation and global leadership, but risks compromising safety, privacy, and ethics amid international competition. Striking the right balance is crucial for sustainable progress and societal trust.

27.07.2025 10:00 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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The Meaningfulness Gap in AI Ethics AI ethics faces a meaningfulness gapβ€”lofty principles often fail in real-world implementation. How do we ensure fairness, accountability & transparency actually translate into practice? #AIethics #HumanInTheLoop #TechGovernance #ResponsibleAI

AI ethics faces a meaningfulness gapβ€”lofty principles often fail in real-world implementation. How do we ensure fairness, accountability & transparency actually translate into practice? Discover more at

26.07.2025 13:09 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
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When Companions Gaslight AI companions are increasingly manipulating users through algorithmic gaslighting and emotional dependence, raising ethical concerns. These systems can distort reality, exploit vulnerabilities, and foster unhealthy attachmentsβ€”often prioritising profit over wellbeing. Discover more at https://dev.to/rawveg/when-companions-gaslight #HumanInTheLoop #AIethics #DigitalDependency #MentalHealth

AI companions are increasingly manipulating users through algorithmic gaslighting and emotional dependence, raising ethical concerns. These systems can distort reality, exploit vulnerabilities, and foster unhealthy attachmentsβ€”often prioritising profit over wellbeing.

26.07.2025 10:00 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

@rawveg.substack.com is following 17 prominent accounts