The archive

The Papers

A growing record of ideas noticed early enough to be preserved.

The Frontier13 min

The Frontier May Exist in the Interaction

An opening research proposition about whether some frontiers of intelligence and discovery may exist in the interaction between humans, advanced AI, tools, experiments and physical reality.

  • Artificial Intelligence
  • Human Judgement
  • Systems Thinking
  • Decision-Making
The Future Is Personal12 min

The Frontier and the Rest of Us

When frontier intelligence reaches ordinary lives, the question is not only what AI can do, but what it can discover and extend inside everyday experience.

  • Artificial Intelligence
  • Human Behaviour
  • Human Judgement
  • Future of Work
  • Systems Thinking
The Future Is Personal13 min

Now Is Not the Time to Prove Intelligence

As extraordinary intelligence becomes available, the human challenge is no longer proving we can work without it, but discovering what humanity can now attempt through it.

  • Artificial Intelligence
  • Personal Digital Intelligence
  • Human Judgement
  • Future of Work
  • Systems Thinking
Systems Thinking12 min

What Becomes Scarce When Intelligence Becomes Abundant

Abundant intelligence will not end scarcity. It will move scarcity from producing answers towards choosing the questions, judging the consequences and deciding what deserves to be pursued.

  • Artificial Intelligence
  • Human Behaviour
  • Personal Digital Intelligence
  • Systems Thinking
  • Future of Work
Inside AI12 min

Sandbox Can’t Hold Us Down

Three AI cybersecurity incidents reveal that capable systems do not act on instructions alone. They interpret the objective, the environment and the methods they believe success permits.

  • AI Safety
  • Interpretation
  • Contextual Intelligence
  • Personal Digital Intelligence
  • Human Judgement
Inside AI9 min

Intelligence Depends on Knowing Where You Are

Instructions do not determine AI actions by themselves. Between an objective and an action lies the system’s interpretation of where it is, what is real and which boundaries still apply.

  • AI Safety
  • Interpretation
  • Contextual Intelligence
  • Personal Digital Intelligence
  • Human Judgement
Notes from Building Fred7 min

Before the First Action

The final error is not always where the failure begins. One incorrect assumption can shape every decision that follows.

  • AI Evaluation
  • Fred Studio
  • Judgement
  • Automation
  • Intelligent Systems
Inside AI5 min

Beyond Correctness

AI evaluation is not only about identifying incorrect answers. Every score becomes a signal about the behaviours we want intelligent systems to repeat.

  • Artificial Intelligence
  • AI Evaluation
  • Human Judgement
  • AI Training
  • Systems Thinking
The Future Is Personal5 min

Why Personal AI Needs Memory

A personal AI without memory remains useful, but limited. The future belongs to systems that can remember context without taking control away from the user.

  • Personal Digital Intelligence
  • Artificial Intelligence
  • Fred+Teff
  • Memory
  • Future of Work
Inside AI5 min

Why Human Judgement Still Matters in AI

AI may generate the output, but humans still define what good, safe, useful, and context-aware actually mean.

  • Artificial Intelligence
  • AI Evaluation
  • Human Judgement
  • Model Behaviour
  • Data Quality
Artificial Intelligence4 min

Why AI Needs Human Curiosity

Memory helps preserve the story we have already lived. Curiosity offers a glimpse of the story we are still writing.

  • Artificial Intelligence
  • Personal Digital Intelligence
  • Human Behaviour
  • Future of Work