What Makes an AI Answer Verifiable?
A citation is only the first step. Verifiable AI answers expose supporting passages, assumptions, calculations, provenance and a path to independent confirmation.
The Heat Beneath the City
Cities can recover heat from industry, sewers, data centres and the ground—but temperature, storage, losses, contracts and backup decide whether it becomes a resilient service.
Automate the Appeal Before You Automate the Decision
Automation saves little if one wrong decision forces a person through an opaque maze. Build notification, evidence, tracking and human review as one usable appeal journey.
How a Software Update Can Make a Working Device Obsolete
A device can remain physically sound yet become useless when its app, API or cloud service changes. Follow the dependency stack—and learn what predicts a longer life.
What Would a Citizen Control Panel for Government Data Actually Require?
Government data control requires more than a dashboard. It must reveal sources, access and decisions, then carry corrections and appeals through every affected service.
Every Smart Device Needs a Real Manual Mode
A smart device should preserve essential local control when its app, account, internet connection or vendor disappears. Manual mode is infrastructure for agency and resilience.
From Textbook to Personal Research Tutor: How LLMs Can Transform the Learning of Advanced Physics
How large language models can create adaptive physics courses, generate responsive exercises, and organize a personal scientific knowledge database—without replacing verification, mathematical discipline, or human judgment.
How to Build an LLM-Controlled Knowledge Database for Learning Advanced Physics
A practical architecture for using LLMs to create tailored physics courses, manage a personal knowledge base, retrieve scientific concepts, and safely control the underlying database.
When Government Knocks First: The Rise of Event-Driven Public Services
What if the birth of a child, a lost job or a move automatically brought the right public services to you? Event-driven government promises less bureaucracy—but raises profound questions about…
Seven Atoms, One Quantum Leap
Researchers have made a bound cluster of seven rubidium atoms tunnel as a single quantum object, creating a spatial Schrödinger-cat state. The result opens a new route toward precision measurements…