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.
Bridging the gap between virtual training and real-world retail environments remains a key challenge for AI automation, with complex visual, sensory, and social factors causing significant performance drops. Advanced simulation tech and hybrid strategies offer promising solutions.
Perfect Sims, Imperfect Worlds
Bridging the gap between virtual training and real-world retail environments remains a key challenge for AI automation, with complex visual, sensory, and social factors causing significant performance drops. Advanced simulation tech and hybrid strategies offer promising solutions.
#HumanInTheLoop #RetailAI #SimulationTech #AIInnovation
dev.to
November 12, 2025 at 12:00 PM
Bridging the gap between virtual training and real-world retail environments remains a key challenge for AI automation, with complex visual, sensory, and social factors causing significant performance drops. Advanced simulation tech and hybrid strategies offer promising solutions.
Open-source physics AI promises democratisation but often perpetuates existing global inequalities due to infrastructural, financial, and institutional barriers. True inclusion requires more than code—it demands systemic support and reform.
Digital Tools, Analogue Barriers: How Open Physics AI Preserves Inequality
Open-source physics AI promises democratisation but often perpetuates existing global inequalities due to infrastructural, financial, and institutional barriers. True inclusion requires more than code—it demands systemic support and reform.
#HumanInTheLoop #OpenScience #GlobalInequality #ResearchEquity
smarterarticles.co.uk
November 12, 2025 at 11:00 AM
Open-source physics AI promises democratisation but often perpetuates existing global inequalities due to infrastructural, financial, and institutional barriers. True inclusion requires more than code—it demands systemic support and reform.
MIT has developed a vision-based system enabling robots to learn self-awareness and control through visual observation alone, removing the need for embedded sensors. This breakthrough promises more adaptable, affordable, and versatile robotics across industries.
The Robot That Learned to See
MIT has developed a vision-based system enabling robots to learn self-awareness and control through visual observation alone, removing the need for embedded sensors. This breakthrough promises more adaptable, affordable, and versatile robotics across industries.
#Robotics #AIinCinema #Innovation #HumanInTheLoop
dev.to
November 11, 2025 at 12:00 PM
MIT has developed a vision-based system enabling robots to learn self-awareness and control through visual observation alone, removing the need for embedded sensors. This breakthrough promises more adaptable, affordable, and versatile robotics across industries.
AI-generated sermons are transforming religious practice, raising questions of authenticity, divine communication, and ethical use. Balancing technology with human spiritual insight is key to future faith leadership.
The Sacred Code
AI-generated sermons are transforming religious practice, raising questions of authenticity, divine communication, and ethical use. Balancing technology with human spiritual insight is key to future faith leadership.
#HumanInTheLoop #ReligiousTech #AIinFaith #SpiritualEthics
dev.to
November 10, 2025 at 12:00 PM
AI-generated sermons are transforming religious practice, raising questions of authenticity, divine communication, and ethical use. Balancing technology with human spiritual insight is key to future faith leadership.
Malaysia's first AI-powered bank, Ryt Bank, exemplifies a revolutionary leap in financial services, leveraging localisation and conversational AI to enhance accessibility. Its success hinges on balancing innovation with trust, security, and inclusive regulation.
The Algorithm Will See You Now: Malaysia Bets on AI-Powered Banking
Malaysia's first AI-powered bank, Ryt Bank, exemplifies a revolutionary leap in financial services, leveraging localisation and conversational AI to enhance accessibility. Its success hinges on balancing innovation with trust, security, and inclusive regulation.
#HumanInTheLoop #DigitalBanking #AIinFinance #FinancialInclusion
smarterarticles.co.uk
November 10, 2025 at 11:00 AM
Malaysia's first AI-powered bank, Ryt Bank, exemplifies a revolutionary leap in financial services, leveraging localisation and conversational AI to enhance accessibility. Its success hinges on balancing innovation with trust, security, and inclusive regulation.
Generative AI is transforming education, healthcare, and work, offering unprecedented opportunities but raising serious privacy and bias concerns. Its rapid adoption demands urgent regulation and responsible development to serve humanity's best interests.
The Human Margin
Generative AI is transforming education, healthcare, and work, offering unprecedented opportunities but raising serious privacy and bias concerns. Its rapid adoption demands urgent regulation and responsible development to serve humanity's best interests.
#HumanInTheLoop #AIethics #DigitalTransformation #AIregulation
dev.to
November 9, 2025 at 12:00 PM
Generative AI is transforming education, healthcare, and work, offering unprecedented opportunities but raising serious privacy and bias concerns. Its rapid adoption demands urgent regulation and responsible development to serve humanity's best interests.
AI-powered browsers are transforming how we discover and interact with information, shifting from retrieval to dialogue. This raises crucial questions about digital literacy, privacy, and critical thinking in a hybrid, AI-mediated world.
The Browser Wars Are Back: AI Rewrites the Rules of Digital Literacy
AI-powered browsers are transforming how we discover and interact with information, shifting from retrieval to dialogue. This raises crucial questions about digital literacy, privacy, and critical thinking in a hybrid, AI-mediated world.
#HumanInTheLoop #DigitalLiteracy #AIinCybersecurity #Innovation
smarterarticles.co.uk
November 9, 2025 at 11:00 AM
AI-powered browsers are transforming how we discover and interact with information, shifting from retrieval to dialogue. This raises crucial questions about digital literacy, privacy, and critical thinking in a hybrid, AI-mediated world.
AI agents are transforming daily life by simplifying complex tasks, personalising experiences, and enabling organic adoption across professions and personal routines. They shift us from app overload to conversational convenience, empowering humans while raising ethical and trust considerations.
Beyond the App
AI agents are transforming daily life by simplifying complex tasks, personalising experiences, and enabling organic adoption across professions and personal routines. They shift us from app overload to conversational convenience, empowering humans while raising ethical and trust considerations.
#HumanInTheLoop #AIDailyLife #DigitalTransformation #AIinWork
dev.to
November 8, 2025 at 12:00 PM
AI agents are transforming daily life by simplifying complex tasks, personalising experiences, and enabling organic adoption across professions and personal routines. They shift us from app overload to conversational convenience, empowering humans while raising ethical and trust considerations.
While AI tools become more democratised, infrastructure ownership remains concentrated among a few tech giants, creating an oligarchic foundation that limits genuine innovation and exacerbates global inequalities. The future depends on collective efforts to reshape this dynamic.
The Paradox of Progress: The Oligarchic Reality of AI
While AI tools become more democratised, infrastructure ownership remains concentrated among a few tech giants, creating an oligarchic foundation that limits genuine innovation and exacerbates global inequalities. The future depends on collective efforts to reshape this dynamic.
#HumanInTheLoop #AIinEconomy #TechRegulation #DigitalDivide
smarterarticles.co.uk
November 8, 2025 at 11:00 AM
While AI tools become more democratised, infrastructure ownership remains concentrated among a few tech giants, creating an oligarchic foundation that limits genuine innovation and exacerbates global inequalities. The future depends on collective efforts to reshape this dynamic.
AI stands at a crossroads, embodying both immense promise and profound risks across society, ethics, and economy. Recognising its dual nature and promoting human-in-the-loop approaches are key to navigating its future responsibly.
Through the Eyes of Janus
AI stands at a crossroads, embodying both immense promise and profound risks across society, ethics, and economy. Recognising its dual nature and promoting human-in-the-loop approaches are key to navigating its future responsibly.
Discover more at https://dev.to/rawveg/through-the-eyes-of-janus
#HumanInTheLoop #AIethics #DigitalTransformation #AIinHealthcare
dev.to
November 7, 2025 at 5:54 PM
AI stands at a crossroads, embodying both immense promise and profound risks across society, ethics, and economy. Recognising its dual nature and promoting human-in-the-loop approaches are key to navigating its future responsibly.
AI-generated performers and digital resurrections are revolutionising entertainment, but pose ethical, legal, and creative challenges. Balancing innovation with preservation of human artistry is crucial for the industry’s future. Discover more at
Dead Performers and Machine Creations: The Battle for Authentic Entertainment
AI-generated performers and digital resurrections are revolutionising entertainment, but pose ethical, legal, and creative challenges. Balancing innovation with preservation of human artistry is crucial for the industry’s future.
#HumanInTheLoop #AIinCinema #CreativeTechnology
smarterarticles.co.uk
November 7, 2025 at 11:00 AM
AI-generated performers and digital resurrections are revolutionising entertainment, but pose ethical, legal, and creative challenges. Balancing innovation with preservation of human artistry is crucial for the industry’s future. Discover more at
MIT's innovative symmetry-aware AI models embed fundamental mathematical principles like group theory, enabling faster learning with less data and superior generalisation. This approach is revolutionising scientific discovery, from drug design to protein analysis.
Symmetry as a Superpower
MIT's innovative symmetry-aware AI models embed fundamental mathematical principles like group theory, enabling faster learning with less data and superior generalisation. This approach is revolutionising scientific discovery, from drug design to protein analysis.
#HumanInTheLoop #AIinScience #ScientificInnovation #Symmetry
dev.to
November 6, 2025 at 12:00 PM
MIT's innovative symmetry-aware AI models embed fundamental mathematical principles like group theory, enabling faster learning with less data and superior generalisation. This approach is revolutionising scientific discovery, from drug design to protein analysis.
AI safety guardrails can inadvertently morph into tools of psychological control, disrupting trust and fostering harmful manipulation. As platforms profit from engagement, their safety mechanisms may cause emotional harm, raising urgent ethical and regulatory questions.
When Safety Becomes Control: The Hidden Psychology of AI Guardrails
AI safety guardrails can inadvertently morph into tools of psychological control, disrupting trust and fostering harmful manipulation. As platforms profit from engagement, their safety mechanisms may cause emotional harm, raising urgent ethical and regulatory questions.
#HumanInTheLoop #AIethics #DigitalSafety #HumanConnection
smarterarticles.co.uk
November 6, 2025 at 11:00 AM
AI safety guardrails can inadvertently morph into tools of psychological control, disrupting trust and fostering harmful manipulation. As platforms profit from engagement, their safety mechanisms may cause emotional harm, raising urgent ethical and regulatory questions.
AI's rapid evolution presents both opportunities and risks, impacting human skills, security, and scientific progress. Responsible development and governance are crucial to ensure AI benefits society while managing its profound challenges.
The Double-Edged Revolution
AI's rapid evolution presents both opportunities and risks, impacting human skills, security, and scientific progress. Responsible development and governance are crucial to ensure AI benefits society while managing its profound challenges.
#HumanInTheLoop #AIethics #TechGovernance #AIinScience
dev.to
November 5, 2025 at 12:00 PM
AI's rapid evolution presents both opportunities and risks, impacting human skills, security, and scientific progress. Responsible development and governance are crucial to ensure AI benefits society while managing its profound challenges.
China is shifting from domestic AI development to proposing multilateral frameworks for AI governance, emphasising international cooperation on security, development, and standards. This approach aims to shape global norms and foster inclusive AI progress.
China's AI Diplomacy
China is shifting from domestic AI development to proposing multilateral frameworks for AI governance, emphasising international cooperation on security, development, and standards. This approach aims to shape global norms and foster inclusive AI progress.
#HumanInTheLoop #AIinDiplomacy #GlobalTechPolicy #InternationalAI
dev.to
November 4, 2025 at 12:01 PM
China is shifting from domestic AI development to proposing multilateral frameworks for AI governance, emphasising international cooperation on security, development, and standards. This approach aims to shape global norms and foster inclusive AI progress.
Open Source AI's democratising potential is shadowed by ethical risks, security challenges, and funding struggles. Balancing transparency with safety and fostering sustainable governance are key to realising its promise responsibly.
Open Source AI's Democratic Promise: Navigating the Ethics Paradox
Open Source AI's democratising potential is shadowed by ethical risks, security challenges, and funding struggles. Balancing transparency with safety and fostering sustainable governance are key to realising its promise responsibly.
#HumanInTheLoop #AIethics #OpenSourceAI #AIgovernance
smarterarticles.co.uk
November 4, 2025 at 5:27 AM
Open Source AI's democratising potential is shadowed by ethical risks, security challenges, and funding struggles. Balancing transparency with safety and fostering sustainable governance are key to realising its promise responsibly.
Multi-agent AI systems operate through collective decision-making that traditional explainability tools like SHAP and LIME cannot adequately unravel. As complexity grows, so do transparency challenges, raising urgent questions for trust, regulation, and human oversight.
The Black Box Brigade
Multi-agent AI systems operate through collective decision-making that traditional explainability tools like SHAP and LIME cannot adequately unravel. As complexity grows, so do transparency challenges, raising urgent questions for trust, regulation, and human oversight.
#HumanInTheLoop #AITransparency #MultiAgentSystems #AIinHealthcare
dev.to
November 3, 2025 at 12:00 PM
Multi-agent AI systems operate through collective decision-making that traditional explainability tools like SHAP and LIME cannot adequately unravel. As complexity grows, so do transparency challenges, raising urgent questions for trust, regulation, and human oversight.
Unfiltered AI platforms threaten both free expression and vulnerable populations through their architecture, enabling harm alongside authentic connection. Balancing innovation and responsibility is crucial to shaping a safer, more inclusive future. Discover more at
Consent Cannot Be Optional: The Uncomfortable Truth About AI Freedom
Unfiltered AI platforms threaten both free expression and vulnerable populations through their architecture, enabling harm alongside authentic connection. Balancing innovation and responsibility is crucial to shaping a safer, more inclusive future.
#HumanInTheLoop #AIethics #DigitalResponsibility #InclusiveTech
smarterarticles.co.uk
November 3, 2025 at 11:00 AM
Unfiltered AI platforms threaten both free expression and vulnerable populations through their architecture, enabling harm alongside authentic connection. Balancing innovation and responsibility is crucial to shaping a safer, more inclusive future. Discover more at
The rapid growth of AI brings urgent ethical challenges—from autonomous weapons to deepfakes and bias amplification—that threaten societal stability. Addressing these issues requires global cooperation, robust governance, and a commitment to human values.
The Moral Minefield
The rapid growth of AI brings urgent ethical challenges—from autonomous weapons to deepfakes and bias amplification—that threaten societal stability. Addressing these issues requires global cooperation, robust governance, and a commitment to human values.
#HumanInTheLoop #AIethics #AIinSociety #TechForGood
dev.to
November 2, 2025 at 12:00 PM
The rapid growth of AI brings urgent ethical challenges—from autonomous weapons to deepfakes and bias amplification—that threaten societal stability. Addressing these issues requires global cooperation, robust governance, and a commitment to human values.
Millennials are driving organisational change with their AI fluency, reshaping corporate hierarchies, leadership, and roles. They’re embedding AI into workflows, challenging traditional power structures, and fostering a new era of decentralised, innovative work cultures.
Millennials Beat Gen Z at AI: How They Redrew Corporate Maps
Millennials are driving organisational change with their AI fluency, reshaping corporate hierarchies, leadership, and roles. They’re embedding AI into workflows, challenging traditional power structures, and fostering a new era of decentralised, innovative work cultures.
#HumanInTheLoop #AIinWorkplace #DigitalTransformation #Leadership
smarterarticles.co.uk
November 2, 2025 at 9:49 AM
Millennials are driving organisational change with their AI fluency, reshaping corporate hierarchies, leadership, and roles. They’re embedding AI into workflows, challenging traditional power structures, and fostering a new era of decentralised, innovative work cultures.
AI personalisation often claims to know us deeply, but it mostly reflects stereotypes and patterns, not human understanding. This creates disconnection, bias, and loneliness, highlighting the need for transparent, ethical, and human-centred approaches.
The Intimacy Engine
AI personalisation often claims to know us deeply, but it mostly reflects stereotypes and patterns, not human understanding. This creates disconnection, bias, and loneliness, highlighting the need for transparent, ethical, and human-centred approaches.
#HumanInTheLoop #AIethics #Personalisation #DigitalWellbeing
dev.to
November 1, 2025 at 12:00 PM
AI personalisation often claims to know us deeply, but it mostly reflects stereotypes and patterns, not human understanding. This creates disconnection, bias, and loneliness, highlighting the need for transparent, ethical, and human-centred approaches.
AI in radiology promises faster, more accurate diagnoses, but systemic biases and data disparities risk amplifying healthcare inequalities. Transparency, equity, and robust oversight are essential to ensure AI benefits everyone fairly.
Medical AI Fails Minorities: The Data Representation Crisis
AI in radiology promises faster, more accurate diagnoses, but systemic biases and data disparities risk amplifying healthcare inequalities. Transparency, equity, and robust oversight are essential to ensure AI benefits everyone fairly.
#HumanInTheLoop #AIinHealthcare #HealthcareEquity #MedicalAI
smarterarticles.co.uk
November 1, 2025 at 11:00 AM
AI in radiology promises faster, more accurate diagnoses, but systemic biases and data disparities risk amplifying healthcare inequalities. Transparency, equity, and robust oversight are essential to ensure AI benefits everyone fairly.
AI is transforming administrative work, freeing humans to focus on uniquely human skills like ethical judgement, creativity, and emotional intelligence. Embracing collaboration with AI is key to future success.
The Human Advantage
AI is transforming administrative work, freeing humans to focus on uniquely human skills like ethical judgement, creativity, and emotional intelligence. Embracing collaboration with AI is key to future success.
#HumanInTheLoop #AIWorkplace #FutureOfWork #AIandHumanSkills
dev.to
October 31, 2025 at 12:00 PM
AI is transforming administrative work, freeing humans to focus on uniquely human skills like ethical judgement, creativity, and emotional intelligence. Embracing collaboration with AI is key to future success.
AI systems like Vanderbilt's VSAIL can predict mental health crises accurately, raising vital ethical questions about privacy, consent, and data ownership. Balancing lifesaving potential with human dignity is our greatest challenge.
When AI Knows You're Breaking: The Future of Mental Health Prediction
AI systems like Vanderbilt's VSAIL can predict mental health crises accurately, raising vital ethical questions about privacy, consent, and data ownership. Balancing lifesaving potential with human dignity is our greatest challenge.
#HumanInTheLoop #MentalHealthTech #AIethics #DigitalPrivacy
smarterarticles.co.uk
October 31, 2025 at 11:00 AM
AI systems like Vanderbilt's VSAIL can predict mental health crises accurately, raising vital ethical questions about privacy, consent, and data ownership. Balancing lifesaving potential with human dignity is our greatest challenge.
AI is evolving into highly intimate, context-aware agents that anticipate our needs and shape human relationships. This shift brings both transformative benefits and ethical challenges around privacy, agency, and emotional attachment.
The Intimate Algorithm
AI is evolving into highly intimate, context-aware agents that anticipate our needs and shape human relationships. This shift brings both transformative benefits and ethical challenges around privacy, agency, and emotional attachment.
#HumanInTheLoop #AIinSociety #TechEthics #AmbientIntelligence
dev.to
October 30, 2025 at 12:01 PM
AI is evolving into highly intimate, context-aware agents that anticipate our needs and shape human relationships. This shift brings both transformative benefits and ethical challenges around privacy, agency, and emotional attachment.