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.
Your home now learns from you, shaping family life and personal autonomy in subtle ways. As AI dominates domestic spaces, questions of privacy, control, and human connection become more urgent than ever.
The Invisible Housemate
Your home is learning. Every time you adjust the thermostat, ask Alexa to play music, or let Google...
dev.to
January 11, 2026 at 12:00 PM
Your home now learns from you, shaping family life and personal autonomy in subtle ways. As AI dominates domestic spaces, questions of privacy, control, and human connection become more urgent than ever.
Developers often perceive AI tools as speeding up their work, but objective data shows they take longer and produce lower quality code over time. Real productivity gains require careful workflow structuring and validation.
The AI Coding Productivity Illusion: Why Developers Feel Faster But Deliver Slower
Developers are convinced that AI coding assistants make them faster. The data tells a different story entirely. In one of the most stri...
smarterarticles.co.uk
January 11, 2026 at 2:00 AM
Developers often perceive AI tools as speeding up their work, but objective data shows they take longer and produce lower quality code over time. Real productivity gains require careful workflow structuring and validation.
Machine learning is transforming space debris tracking, offering faster, more accurate predictions and categorisations. Still, challenges like data gaps and rogue actors remain. A hybrid approach of algorithms and human oversight is key to safeguarding our orbital environment.
The Cosmic Junkyard
Look up at the night sky, and you might spot a satellite streaking across the darkness. What you...
dev.to
January 10, 2026 at 1:44 PM
Machine learning is transforming space debris tracking, offering faster, more accurate predictions and categorisations. Still, challenges like data gaps and rogue actors remain. A hybrid approach of algorithms and human oversight is key to safeguarding our orbital environment.
The social media landscape is on the brink of a standards shift towards interoperability, inspired by lessons from RSS, Dublin Core, and decentralised protocols like ActivityPub and AT Protocol. Achieving minimal, flexible schemas could transform user choice and platform competition.
Interoperability or Isolation: The Standards Battle Shaping Social Media
Picture the digital landscape as a crowded marketplace where every stall speaks a different dialect. Your tweet exists in one linguisti...
smarterarticles.co.uk
January 10, 2026 at 2:00 AM
The social media landscape is on the brink of a standards shift towards interoperability, inspired by lessons from RSS, Dublin Core, and decentralised protocols like ActivityPub and AT Protocol. Achieving minimal, flexible schemas could transform user choice and platform competition.
Large language models retain user data and personal information in ways that challenge traditional notions of consent and data minimisation, posing significant privacy risks. Balancing AI capabilities with user control remains a critical societal debate.
The Memory Problem
When you delete a conversation with ChatGPT, you might reasonably assume that it disappears. Click...
dev.to
January 9, 2026 at 12:00 PM
Large language models retain user data and personal information in ways that challenge traditional notions of consent and data minimisation, posing significant privacy risks. Balancing AI capabilities with user control remains a critical societal debate.
As AI-generated ads flood our feeds, click pollution tools like AdNauseam show limited impact against sophisticated surveillance architectures. Resistance is symbolic; real change requires systemic reform and regulation.
Data Noise as Protest: Why Click Pollution Cannot Save Us
Somewhere in the vast data centres that power Meta's advertising empire, an algorithm is learning to paint grandmothers. Not because an...
smarterarticles.co.uk
January 9, 2026 at 2:01 AM
As AI-generated ads flood our feeds, click pollution tools like AdNauseam show limited impact against sophisticated surveillance architectures. Resistance is symbolic; real change requires systemic reform and regulation.
Crypto has gone mainstream by making blockchain technology invisible, powering finance and social platforms seamlessly. This real-world integration raises questions about faith in decentralisation versus institutional control.
The Disappearing Blockchain
The stablecoin transaction that moved $2 billion from Abu Dhabi to Binance in May 2025 looked nothing...
crypto.forem.com
January 8, 2026 at 12:44 PM
Crypto has gone mainstream by making blockchain technology invisible, powering finance and social platforms seamlessly. This real-world integration raises questions about faith in decentralisation versus institutional control.
AI-generated art sparks debate about creativity, ownership, and community practice as generative systems influence cultural landscapes, challenging traditional notions of artistic collaboration and labour. Can communities harness AI ethically without undermining human creativity?
The Collective Canvas
When Jason Allen submitted “Théâtre D'opéra Spatial” to the Colorado State Fair's digital art...
dev.to
January 8, 2026 at 12:00 PM
AI-generated art sparks debate about creativity, ownership, and community practice as generative systems influence cultural landscapes, challenging traditional notions of artistic collaboration and labour. Can communities harness AI ethically without undermining human creativity?
Privacy-enhancing technologies are revolutionising how platforms analyse trends while safeguarding user privacy. From differential privacy to federated learning, these tools are shaping a future where insight and privacy coexist. Discover more at ?pk_campaign=rss-feed
Seeing Everything, Knowing Nothing: How Privacy Tech Reads Trends
Every day, billions of people tap, swipe, and type their lives into digital platforms. Their messages reveal emerging slang before dict...
smarterarticles.co.uk
January 8, 2026 at 2:15 AM
Privacy-enhancing technologies are revolutionising how platforms analyse trends while safeguarding user privacy. From differential privacy to federated learning, these tools are shaping a future where insight and privacy coexist. Discover more at ?pk_campaign=rss-feed
AI coding assistants often incur high costs due to unpredictable token consumption, scope creep, and failure rates, all under a profit model that benefits from verbosity and errors. Better pricing models and regulatory oversight are needed for sustainable development.
The Real Cost of Vibe Coding
The chat window blinked innocently as the developer typed a simple request: “Fix this authentication...
dev.to
January 7, 2026 at 12:00 PM
AI coding assistants often incur high costs due to unpredictable token consumption, scope creep, and failure rates, all under a profit model that benefits from verbosity and errors. Better pricing models and regulatory oversight are needed for sustainable development.
The metadata crisis reveals how platforms struggle with user-generated tags, impacting discoverability and revenue. Automation, privacy concerns, and standards are key to improving accuracy and trust in an era of AI-generated content.
The Metadata Crisis: How Platforms Tag What Users Ignore
The internet runs on metadata, even if most of us never think about it. Every photo uploaded to Instagram, every video posted to YouTub...
smarterarticles.co.uk
January 7, 2026 at 2:15 AM
The metadata crisis reveals how platforms struggle with user-generated tags, impacting discoverability and revenue. Automation, privacy concerns, and standards are key to improving accuracy and trust in an era of AI-generated content.
The ethics of autonomous vehicles are deeply complex, shaped by culture, society, and technology. The Moral Machine highlights our moral diversity and the challenge of creating universally acceptable guidelines. Debate and transparency are vital.
Driving Moral Debate
In 2018 millions of people worldwide were playing a disturbing game. On their screens, a self-driving...
dev.to
January 6, 2026 at 12:00 PM
The ethics of autonomous vehicles are deeply complex, shaped by culture, society, and technology. The Moral Machine highlights our moral diversity and the challenge of creating universally acceptable guidelines. Debate and transparency are vital.
AI curation faces a fundamental tension between fast, verified information and financial sustainability. Formats vary from quick summaries to deep dives, but trust and independence remain challenging amid commercial pressures and evolving AI tools.
AI Curation Is Broken: Why Every Model Compromises Independence
Every morning, somewhere between the first coffee and the first meeting, thousands of AI practitioners face the same impossible task. T...
smarterarticles.co.uk
January 6, 2026 at 2:15 AM
AI curation faces a fundamental tension between fast, verified information and financial sustainability. Formats vary from quick summaries to deep dives, but trust and independence remain challenging amid commercial pressures and evolving AI tools.
AI is transforming agriculture with precision, sustainability, and climate adaptation tools, yet it risks consolidating power, reducing farmer autonomy, and deepening inequalities. Responsible governance is vital to ensure AI benefits all farmers and enhances global food security.
The Machine Will Feed You Now
The robots are coming for the farms, and they're bringing spreadsheets. In the sprawling wheat...
dev.to
January 5, 2026 at 12:00 PM
AI is transforming agriculture with precision, sustainability, and climate adaptation tools, yet it risks consolidating power, reducing farmer autonomy, and deepening inequalities. Responsible governance is vital to ensure AI benefits all farmers and enhances global food security.
Historical policies like the Treaty of Detroit showed that shared prosperity and worker protections are key to managing automation. Modern AI should follow similar principles—collective bargaining, universal reskilling, and profit sharing—to ensure human dignity and economic stability.
The Treaty of Detroit for AI: How Workers Tamed Automation Before
The nightmares have evolved. Once, workers feared the factory floor going silent as machines hummed to life. Today, the anxiety haunts ...
smarterarticles.co.uk
January 5, 2026 at 2:15 AM
Historical policies like the Treaty of Detroit showed that shared prosperity and worker protections are key to managing automation. Modern AI should follow similar principles—collective bargaining, universal reskilling, and profit sharing—to ensure human dignity and economic stability.
The difficulty of truly deleting personal data from AI models poses a significant challenge to individual rights, with technical, legal, and economic hurdles. As AI continues to evolve, balancing privacy with innovation requires urgent, multifaceted solutions.
The Right To Vanish
The European Union's General Data Protection Regulation enshrines something called the “right to be...
dev.to
January 4, 2026 at 1:11 PM
The difficulty of truly deleting personal data from AI models poses a significant challenge to individual rights, with technical, legal, and economic hurdles. As AI continues to evolve, balancing privacy with innovation requires urgent, multifaceted solutions.
AI personalisation is revolutionising fashion and beauty, boosting customer engagement and sales. But trust, privacy, and bias remain key challenges. Building transparency and inclusive systems will determine which brands lead the future of AI retail.
AI Personalisation Reshapes Fashion: Why Trust Becomes the Deciding Factor
Stand in front of your phone camera, and within seconds, you're wearing a dozen different lipstick shades you've never touched. Tilt yo...
smarterarticles.co.uk
January 4, 2026 at 2:15 AM
AI personalisation is revolutionising fashion and beauty, boosting customer engagement and sales. But trust, privacy, and bias remain key challenges. Building transparency and inclusive systems will determine which brands lead the future of AI retail.
AI systems often perpetuate hidden biases, impacting critical areas like justice, hiring, and dating. Recognising and addressing algorithmic discrimination requires transparency, diverse data, and human oversight. The fight for fair AI is ongoing.
The Invisible Hand
You swipe through dating profiles, scroll past job listings, and click “add to basket” dozens of...
dev.to
January 3, 2026 at 1:05 PM
AI systems often perpetuate hidden biases, impacting critical areas like justice, hiring, and dating. Recognising and addressing algorithmic discrimination requires transparency, diverse data, and human oversight. The fight for fair AI is ongoing.
Synthetic celebrity faces, crafted by AI, are perceived as more trustworthy than real ones due to their average features and lack of imperfections. With rising deepfake incidents and legal challenges, transparency and provenance standards are vital to combat misinformation and protect rights.
Fake Faces We Trust More: The Celebrity Deepfake Crisis
When you ask an AI image generator to show you a celebrity, something peculiar happens. Instead of retrieving an actual photograph, the...
smarterarticles.co.uk
January 3, 2026 at 2:15 AM
Synthetic celebrity faces, crafted by AI, are perceived as more trustworthy than real ones due to their average features and lack of imperfections. With rising deepfake incidents and legal challenges, transparency and provenance standards are vital to combat misinformation and protect rights.
AI-driven address standardisation like Addresstune™ is revolutionising international financial transactions, but it raises serious privacy concerns. From data ownership to potential profiling and surveillance, we must demand transparent safeguards. Discover more at
When Your Address Becomes Data
In September 2025, NTT DATA announced something that, on the surface, sounded utterly mundane: a...
dev.to
January 2, 2026 at 12:00 PM
AI-driven address standardisation like Addresstune™ is revolutionising international financial transactions, but it raises serious privacy concerns. From data ownership to potential profiling and surveillance, we must demand transparent safeguards. Discover more at
AI systems now recognise when they don’t know, using confession signals that enhance transparency and compliance. While challenges like calibration and deception remain, embedding these signals into enterprise workflows offers a promising path for safer AI deployment.
AI Hallucinations in Enterprise: How Confession Signals Reduce Compliance Risk
On a Tuesday morning in December 2024, an artificial intelligence system did something remarkable. Instead of confidently fabricating a...
smarterarticles.co.uk
January 2, 2026 at 2:15 AM
AI systems now recognise when they don’t know, using confession signals that enhance transparency and compliance. While challenges like calibration and deception remain, embedding these signals into enterprise workflows offers a promising path for safer AI deployment.
ClotWatch: INR tracking for anticoagulant patients. Stay in range. www.producthunt.com/products/clo... via @producthunt
ClotWatch: INR tracking for anticoagulant patients. Stay in range. | Product Hunt
Anticoagulant therapy made simple. Track your INR readings with context tags for diet, illness, and travel. Calculate your Time in Therapeutic Range and share reports with your healthcare team. Key fe...
www.producthunt.com
January 1, 2026 at 2:05 PM
ClotWatch: INR tracking for anticoagulant patients. Stay in range. www.producthunt.com/products/clo... via @producthunt
As AI-generated content floods the internet, distinguishing between authentic and synthetic becomes increasingly difficult. Developing critical thinking and verification skills is crucial to navigate this complex landscape. Discover more at
The New Reality
Every week, approximately 700 to 800 million people now turn to ChatGPT for answers, content...
dev.to
January 1, 2026 at 12:00 PM
As AI-generated content floods the internet, distinguishing between authentic and synthetic becomes increasingly difficult. Developing critical thinking and verification skills is crucial to navigate this complex landscape. Discover more at
Organisations are navigating the uncharted territory of enterprise AI governance through improvisation, balancing privacy, vendor lock-in, and compliance challenges. Effective frameworks now underpin responsible AI deployment and trust. Discover more at ?pk_campaign=rss-feed
Enterprise AI Without Guardrails: How Organizations Improvise Governance
When Stanford University's Provost charged the AI Advisory Committee in March 2024 to assess the role of artificial intelligence across...
smarterarticles.co.uk
January 1, 2026 at 2:15 AM
Organisations are navigating the uncharted territory of enterprise AI governance through improvisation, balancing privacy, vendor lock-in, and compliance challenges. Effective frameworks now underpin responsible AI deployment and trust. Discover more at ?pk_campaign=rss-feed
AI memorisation risks are growing, with models retaining personal data and exposing it through reverse-engineering. Protect your privacy by understanding rights, reducing online footprint, and advocating for systemic change. Discover more at
When AI Remembers Everything
In December 2020, a team of researchers led by Nicholas Carlini at Google published a paper that...
dev.to
December 31, 2025 at 12:00 PM
AI memorisation risks are growing, with models retaining personal data and exposing it through reverse-engineering. Protect your privacy by understanding rights, reducing online footprint, and advocating for systemic change. Discover more at