As agentic AI moves from experimentation into everyday business, education, and public life, one concern is becoming harder to ignore: who is building these systems—and who is being left out? Science communicator and engineer Dr. Michelle Dickinson has consistently argued that technology reflects the people, assumptions, and cultures behind it. In the era of agentic AI—systems capable of acting...
ANAGRAM: DO WE WANNA KNOW THE DEEPS OF AI?
“Do we wanna know the deeps of AI?” Rearrange the words, and you don’t just get clever linguistic patterns—you get a mirror. Anagrams are playful, but they also hint at something deeper: meaning hidden in plain sight. In many ways, that’s exactly what artificial intelligence has become in 2026—a system whose surface is familiar, but whose depths remain elusive. Language Games, Machine Minds...
NO HATE SPEECH: STANDARD BEHAVIOR & HARM PREVENTION
By 2026, the phrase “no hate speech” is no longer a vague aspiration or a checkbox buried in terms of service. It has evolved into a defined, enforceable standard—one shaped by technology, regulation, and a deeper understanding of how language impacts individuals and societies. What began as reactive moderation has matured into a proactive, system-wide commitment to safer communication. From...
A LOOK AT JOHN F. KENNEDY: RE-EXAMINING THE ASSASSINATION
The assassination of President John F. Kennedy on November 22, 1963, remains one of the most analyzed and debated events in modern history. Decades later, advances in artificial intelligence are reshaping how such events are studied—bringing new tools to old questions, while also challenging how we interpret evidence, uncertainty, and conspiracy. Reconstructing the Shooting with AI In 1963...
THE NEW JACKAL: AI AGENTS
In Frederick Forsyth’s The Day of the Jackal, the tension comes not from chaos, but from precision. The Jackal is methodical, patient, and almost invisible—an operator who thrives on planning, anonymity, and exploiting systemic blind spots. Now imagine that story rewritten in the age of AI agents. Not bigger explosions. Not louder drama. Just quieter, faster, and far more unsettling intelligence...
SHOOTING THE AI MISMATCH & UX MISREPRESENTATION
As artificial intelligence continues to evolve and embed itself deeper into digital products, decision systems, and user interfaces, a growing tension becomes increasingly visible—a subtle but persistent misalignment between how systems interpret human behavior and how humans actually experience, express, and evolve their own intentions over time, resulting in what can be defined as AI mismatch...
LOOKING AT OVER-CALIBRATION IN AI
Artificial intelligence is often celebrated for its increasing ability to learn from data, adapt to behavior, and deliver highly personalized outcomes, but as these systems become more refined and tightly aligned with observed patterns, a subtle yet critical issue begins to emerge—one where the very strength of AI, its precision, gradually transforms into a limitation that distorts rather than...
COC HILARITY IN THE AGE OF PERSONALIZATION
In the age of hyper-personalization, digital systems are no longer static tools—they are adaptive environments, constantly reshaping themselves around each user. Content, interfaces, recommendations, and even tone of communication are dynamically adjusted based on behavior, preferences, and context. But as personalization becomes more precise, something unexpected begins to emerge: COC hilarity —...
FUNDATION OVERRIDE, OVEREXPOSURE AND BEHAVIOR TRANSPARENCY
As artificial intelligence becomes more embedded in decision-making, guidance systems, and behavioral interfaces, two critical concepts are emerging as pillars of responsible design: foundation override and behavior transparency. Together, they define whether users remain in control of intelligent systems—or become quietly shaped by them. The Problem Beneath Intelligence Modern AI systems do more...
REVERSIBILITY, UX REGULATION, AND NAVIGATION SISTEMS
As digital systems grow more intelligent and influential, the way users interact with them is changing. Interfaces no longer just present options—they guide decisions, shape behavior, and sometimes even anticipate intent. In this evolving landscape, three concepts are becoming essential to responsible and effective design: Reversibility, regulation, and navigation. Together, they define whether a...