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.
The relentless pace of AI model releases in 2025 creates challenges for businesses, from integration risks to vendor lock-in and deprecation issues. Organisations must adopt flexible, strategic approaches to harness AI's potential without falling behind. Discover more at ?pk_campaign=rss-feed
The AI Update Trap: Faster Models Mean Slower Business Progress
The game changed in May 2025 when Anthropic released Claude 4 Opus and Sonnet, just three months after Google had stunned the industry ...
smarterarticles.co.uk
December 29, 2025 at 4:00 AM
The relentless pace of AI model releases in 2025 creates challenges for businesses, from integration risks to vendor lock-in and deprecation issues. Organisations must adopt flexible, strategic approaches to harness AI's potential without falling behind. Discover more at ?pk_campaign=rss-feed
AI's rapid growth is outpacing traditional governance, risking a major crisis if regulations don't adapt swiftly. Innovative models like sandboxes and citizen involvement offer hope, but time is running out to ensure democracy remains relevant. Discover more at
Racing Against the Algorithm
The numbers tell a story that should terrify any democratic institution still operating on...
dev.to
December 29, 2025 at 3:39 AM
AI's rapid growth is outpacing traditional governance, risking a major crisis if regulations don't adapt swiftly. Innovative models like sandboxes and citizen involvement offer hope, but time is running out to ensure democracy remains relevant. Discover more at
Vibe engineering blends intuition and discipline, pairing high-level creativity with rigorous quality practices in AI-driven software development. It enables rapid, flow-like productivity while maintaining security and maintainability. Discover more at ?pk_campaign=rss-feed
Vibe Engineering: When Intuition Meets Discipline in Software Development
In February 2025, Andrej Karpathy, former director of AI at Tesla and a prominent figure in the machine learning community, dropped a b...
smarterarticles.co.uk
December 28, 2025 at 2:21 AM
Vibe engineering blends intuition and discipline, pairing high-level creativity with rigorous quality practices in AI-driven software development. It enables rapid, flow-like productivity while maintaining security and maintainability. Discover more at ?pk_campaign=rss-feed
The future of work requires rethinking education to focus on continuous learning, creativity, and human skills. Innovative models from Singapore, Estonia, and beyond illustrate how to prepare students for jobs that don’t yet exist. Discover more at
The Forty Percent Problem
In a nondescript conference room at the World Economic Forum's headquarters in Geneva, economists and...
dev.to
December 27, 2025 at 12:00 PM
The future of work requires rethinking education to focus on continuous learning, creativity, and human skills. Innovative models from Singapore, Estonia, and beyond illustrate how to prepare students for jobs that don’t yet exist. Discover more at
Bridging generational divides in AI adoption requires tailored training, diverse teams, and structured knowledge transfer. Organisations that foster collaboration and inclusivity leverage generational strengths for sustainable AI-driven success.
When AI Divides Generations: Practical Strategies That Unite Teams
The paradox sits uncomfortably across conference tables in newsrooms, publishing houses, and creative agencies worldwide. A 28-year-old...
smarterarticles.co.uk
December 27, 2025 at 4:57 AM
Bridging generational divides in AI adoption requires tailored training, diverse teams, and structured knowledge transfer. Organisations that foster collaboration and inclusivity leverage generational strengths for sustainable AI-driven success.
Meta's neural wristband transforms human-machine interaction, enabling silent, subtle control through muscle signals. It promises to revolutionise accessibility, gaming, and professional fields while raising critical privacy and ethical questions. Discover more at
The Clickless Future
Your fingers twitch imperceptibly, muscles firing in patterns too subtle for anyone to notice. Yet...
dev.to
December 26, 2025 at 12:00 PM
Meta's neural wristband transforms human-machine interaction, enabling silent, subtle control through muscle signals. It promises to revolutionise accessibility, gaming, and professional fields while raising critical privacy and ethical questions. Discover more at
AI copilots boost productivity across tasks like coding and customer support, but may accelerate skill decay and undermine expertise. organisations must balance efficiency with learning through targeted governance, validation, and continuous re-skilling.
Productivity Up, Expertise Down: The Uncomfortable Truth About AI Copilots
The promise of AI copilots sounds almost too good to be true: write code 55% faster, resolve customer issues 41% more quickly, slash co...
smarterarticles.co.uk
December 26, 2025 at 2:15 AM
AI copilots boost productivity across tasks like coding and customer support, but may accelerate skill decay and undermine expertise. organisations must balance efficiency with learning through targeted governance, validation, and continuous re-skilling.
Classroom surveillance with AI and facial recognition is transforming education into a digital panopticon, impacting student privacy, behaviour, and psychological development. Urgent action is needed to preserve autonomy and human rights.
The Learning Panopticon
In a secondary school in Hangzhou, China, three cameras positioned above the blackboard scan the...
dev.to
December 25, 2025 at 12:00 PM
Classroom surveillance with AI and facial recognition is transforming education into a digital panopticon, impacting student privacy, behaviour, and psychological development. Urgent action is needed to preserve autonomy and human rights.
Grassroots AI meetups are reshaping how communities develop, govern, and utilise AI, prioritising human values, regional needs, and collaborative innovation. These movements challenge corporate dominance and build inclusive, ethical AI ecosystems.
The Grassroots Revolution: Local AI Meetups Rewriting the Rules
In a packed auditorium at Vancouver's H.R. MacMillan Space Centre on a crisp October evening, 250 people gathered not for a corporate p...
smarterarticles.co.uk
December 25, 2025 at 2:01 AM
Grassroots AI meetups are reshaping how communities develop, govern, and utilise AI, prioritising human values, regional needs, and collaborative innovation. These movements challenge corporate dominance and build inclusive, ethical AI ecosystems.
The Great AI Paradox exposes a global divide: wealthy nations favour human-AI collaboration to preserve jobs, while emerging markets embrace full automation to leapfrog development. This cultural and economic split shapes the future of work worldwide.
The Great AI Paradox
In the gleaming towers of Singapore's financial district, data scientist Wei Lin adjusts her monitor...
dev.to
December 24, 2025 at 12:01 PM
The Great AI Paradox exposes a global divide: wealthy nations favour human-AI collaboration to preserve jobs, while emerging markets embrace full automation to leapfrog development. This cultural and economic split shapes the future of work worldwide.
AI's environmental impact is escalating with growing energy and water demands, but innovative techniques like model compression, efficient architectures, and sustainable infrastructure can help reduce costs without sacrificing performance. The future depends on decisive, sustainable choices.
Power Hungry Machines: How to Cut AI Energy Costs Without Losing Capability
In a nondescript data centre campus in West Des Moines, Iowa, row upon row of NVIDIA H100 GPUs hum at a constant pitch, each processor ...
smarterarticles.co.uk
December 24, 2025 at 2:01 AM
AI's environmental impact is escalating with growing energy and water demands, but innovative techniques like model compression, efficient architectures, and sustainable infrastructure can help reduce costs without sacrificing performance. The future depends on decisive, sustainable choices.
AI’s expanding context windows struggle with real-world complexity, highlighting the enduring importance of human tacit knowledge. Skills like intuition, cultural understanding, and judgment remain irreplaceable in many professions. Discover more at
AI Shot The Analyst (But He Did Not Shoot The Plumber)
In the gleaming offices of Google's DeepMind headquarters, researchers recently celebrated a...
dev.to
December 23, 2025 at 12:01 PM
AI’s expanding context windows struggle with real-world complexity, highlighting the enduring importance of human tacit knowledge. Skills like intuition, cultural understanding, and judgment remain irreplaceable in many professions. Discover more at
Political influence is reshaping AI governance, with tech elites leveraging power for regulatory access, infrastructure control, and policy shaping—often bypassing democratic processes. This trend risks entrenching oligarchic control over humanity's most vital technologies.
The New Power Brokers: How Political Capital Is Reshaping AI
The convergence of political influence and artificial intelligence development has accelerated beyond traditional lobbying into somethi...
smarterarticles.co.uk
December 23, 2025 at 2:01 AM
Political influence is reshaping AI governance, with tech elites leveraging power for regulatory access, infrastructure control, and policy shaping—often bypassing democratic processes. This trend risks entrenching oligarchic control over humanity's most vital technologies.
AI’s linguistic fairness is advancing through Indigenous-led initiatives and community-driven models that preserve cultural diversity, reduce bias, and promote digital sovereignty. Inclusivity in language tech is not just ethical—it's essential for global participation.
Building for Everyone
In a small recording booth in northern New Zealand, an elderly Māori speaker carefully pronounces...
dev.to
December 22, 2025 at 12:01 PM
AI’s linguistic fairness is advancing through Indigenous-led initiatives and community-driven models that preserve cultural diversity, reduce bias, and promote digital sovereignty. Inclusivity in language tech is not just ethical—it's essential for global participation.
As AI transforms assessment, education must shift towards fostering genuine creativity through hands-on projects, metacognitive reflection, and portfolio-based evidence. Emphasising human ingenuity ensures students can thrive in an AI-saturated world.
The Creative Education Crisis: When AI Makes Tests Obsolete
When 92 per cent of students admit they're using AI to complete assignments, and 88 per cent have used generative tools to explain conc...
smarterarticles.co.uk
December 22, 2025 at 2:01 AM
As AI transforms assessment, education must shift towards fostering genuine creativity through hands-on projects, metacognitive reflection, and portfolio-based evidence. Emphasising human ingenuity ensures students can thrive in an AI-saturated world.
AI hallucinations are increasingly dangerous, affecting healthcare, finance, and safety systems with fabricated truths. Building robust validation and transparency frameworks is crucial as reality itself becomes more negotiable.
When the Machine Lies
The patient never mentioned suicide. The doctor never prescribed antipsychotics. The entire violent...
dev.to
December 21, 2025 at 12:01 PM
AI hallucinations are increasingly dangerous, affecting healthcare, finance, and safety systems with fabricated truths. Building robust validation and transparency frameworks is crucial as reality itself becomes more negotiable.
In the hybrid creative future, AI accelerates production but human insight preserves soul. Studios are embedding AI thoughtfully, balancing speed with purpose, and navigating new legal and ethical terrains. Success depends on training, governance, and valuing human judgment.
Creative Studios and AI: Solving the Speed vs Soul Dilemma
The morning routine at King's Stockholm studio starts like countless other game development houses: coffee, stand-ups, creative briefs....
smarterarticles.co.uk
December 21, 2025 at 2:01 AM
In the hybrid creative future, AI accelerates production but human insight preserves soul. Studios are embedding AI thoughtfully, balancing speed with purpose, and navigating new legal and ethical terrains. Success depends on training, governance, and valuing human judgment.
By 2030, household robots will deeply transform family life, elder care, and domestic work, raising both opportunities for independence and privacy concerns. Preparing ethically and socially is crucial as these technologies become more common.
The Robot Revolution
Imagine: It's 2030, and your morning begins not with an alarm clock, but with a gentle tap on your...
dev.to
December 20, 2025 at 12:01 PM
By 2030, household robots will deeply transform family life, elder care, and domestic work, raising both opportunities for independence and privacy concerns. Preparing ethically and socially is crucial as these technologies become more common.
Musk's rapid AI model releases contrast sharply with prolonged hardware timelines, revealing a strategic focus on signalling and positioning rather than just technical readiness. Software can iterate quickly, but physical product development remains constrained by physics and regulation.
Decoding Musk Timelines: Why Grok Ships Monthly and Cybertruck Took Years
In the twelve months between February 2024 and February 2025, Elon Musk's xAI released three major iterations of its Grok chatbot. Duri...
smarterarticles.co.uk
December 20, 2025 at 2:01 AM
Musk's rapid AI model releases contrast sharply with prolonged hardware timelines, revealing a strategic focus on signalling and positioning rather than just technical readiness. Software can iterate quickly, but physical product development remains constrained by physics and regulation.
AI tutors are transforming learning by optimising productive struggle—balancing challenge and support to enhance resilience and neural development. This shift raises important questions about the future of education and the role of human connection.
The Struggle Paradox
In a gleaming classroom at Carnegie Mellon University, Vincent Aleven watches as a student wrestles...
dev.to
December 19, 2025 at 12:01 PM
AI tutors are transforming learning by optimising productive struggle—balancing challenge and support to enhance resilience and neural development. This shift raises important questions about the future of education and the role of human connection.
As AI trains on vast amounts of creative work, questions of fair compensation grow urgent. Emerging models like collective licensing, opt-in platforms, and micropayments aim to create a fairer future for artists. Collaboration and regulation are key.
AI Trains on Your Art: Three Models That Could Pay You Back
When Andrea Bartz, Charles Graeber, and Kirk Wallace Johnson filed their class action lawsuit against Anthropic in 2024, they joined a ...
smarterarticles.co.uk
December 19, 2025 at 2:01 AM
As AI trains on vast amounts of creative work, questions of fair compensation grow urgent. Emerging models like collective licensing, opt-in platforms, and micropayments aim to create a fairer future for artists. Collaboration and regulation are key.
As AI advances, human qualities like empathy, creativity, and hope become vital. Research warns against digital disconnection and emphasises nurturing these irreplaceable skills through education and societal efforts. Our last frontier is within ourselves.
The Last Human Frontier
In a nondescript office building in Cambridge, Massachusetts, MIT sociologist Sherry Turkle sits...
dev.to
December 18, 2025 at 12:01 PM
As AI advances, human qualities like empathy, creativity, and hope become vital. Research warns against digital disconnection and emphasises nurturing these irreplaceable skills through education and societal efforts. Our last frontier is within ourselves.
AI is revolutionising agriculture with precise resource use, early climate warnings, and supply chain optimisation, but benefits remain uneven. To build inclusive, sustainable food systems, policymakers and tech developers must prioritise equity and transparency.
The Future of Food: Smart Farms and Who Gets Left Behind
Twenty-eight percent of humanity, some 2.3 billion people, faced moderate or severe food insecurity in 2024. As the planet careens towa...
smarterarticles.co.uk
December 18, 2025 at 2:01 AM
AI is revolutionising agriculture with precise resource use, early climate warnings, and supply chain optimisation, but benefits remain uneven. To build inclusive, sustainable food systems, policymakers and tech developers must prioritise equity and transparency.
AI companions are deeply integrated into children's lives, offering benefits but posing serious psychological and safety risks. Regulation, education, and industry accountability are essential to protect their development.
The Digital Nanny
In a Florida courtroom, a mother's grief collides with Silicon Valley's latest creation. Megan Garcia...
dev.to
December 17, 2025 at 12:02 PM
AI companions are deeply integrated into children's lives, offering benefits but posing serious psychological and safety risks. Regulation, education, and industry accountability are essential to protect their development.
Google's own tools for AI experimentation are triggering automated bans on YouTube, revealing systemic fragility and a trust crisis within the ecosystem. Creators face a paradox: innovate with Google's AI but risk losing everything.
Google vs Google: How One Ecosystem Punishes Its Own Users
The promise was straightforward: Google would democratise artificial intelligence, putting powerful creative tools directly into creato...
smarterarticles.co.uk
December 17, 2025 at 2:01 AM
Google's own tools for AI experimentation are triggering automated bans on YouTube, revealing systemic fragility and a trust crisis within the ecosystem. Creators face a paradox: innovate with Google's AI but risk losing everything.