Learning Stewards

01/28/2026

There is no ethically legitimate shortcut to population-scale change that bypasses population-scale learning.

Ideas that posit change propagating from a small enlightened subset to transform the many—whether framed as morphogenetic fields, 100th Monkey transference, spiritual awakenings, or “miracles”—share a common flaw: they erase agency. They imagine that human transformation can happen without participation, consent, or learning. This has been the fallacy of every cult and religion.

Fiction like Pluribus makes this visible by stripping the euphemisms away. When people are “changed” without knowing, choosing, or learning, their lives lose moral meaning. Character, responsibility, and agency become...

Continue reading 👉👉👉 https://davidboulton.com/lessons-in-pluribus/

There is no ethically legitimate shortcut to population-scale change that bypasses population-scale learning.

01/12/2026

This considers learning a self-renewing participation in meaning, not the acquisition of information. This aligns with Bohm, Varela, Piaget, but goes beyond each by adding: • a geometry (parabola) • a mechanism (co-implication density) • an apex (inflection) • a cycle (wingbeat) • a unifying scope (micro → macro)

Advantages of this definition of learning: Unifies micro and macro learning – Explains how context becomes content – Bridges affect, cognition, and relevance – Accounts for learning’s rhythm – Resolves assimilation vs. accommodation – Captures the inevitability of meaning – Predicts disorientation and insight as structurally linked – Explains why learning feels quantum-like – Gives a functional role to confusion – Clarifies why teaching fails without inversion – Integrates phenomenology with cognitive science – Creates a testable architecture for AI.

Read it here 👉👉👉 https://davidboulton.com/parabolic_inversions/

-implication

Advantages of this definition of learning: Unifies micro and macro learning - Explains how context becomes content - Bridges affect, cognition, and relevance - Accounts for learning's rhythm - Resolves assimilation vs. accommodation - Captures the inevitability of meaning - Predicts disorientation a...

12/14/2025

Have you ever noticed someone veer off on a tangent? Have you ever noticed your how your own thoughts migrate off into tangents? How can we be following a train of thought one minute and suddenly jump onto another track? This process hijacks our agency and defines our true freedom. It happens chronically yet mostly obliviously as the sensation of continuity during the tangent switching mistakes our nonconscious automations for our conscious agency.

What might a human being do to extend their agency into this zone of oblivious tangent migration? It might begin for you by asking the question: HOW DID THAT COME TO MIND? In other words, learning to pay attention to these switch points by both internal attentional monitoring and by inviting others to notice it and feedback to us when they experience us doing it.

-tations

Mutual META-TATION creates a feedback field. Together, people can learn to see what each alone cannot, liberating their agencies as they learn to see how migrations determine their freedom.

12/14/2025

Learning to misattribute the effects of our learning to other causes directs learning away from realizing learning’s role in the effects.

👉👉👉 https://davidboulton.com/dailogues-2/misattributions-disable-learning/

The misattribution of the effects of our own learning, to causes other than our own learning, is the most widespread learning disability in the human population.

12/12/2025

Nociception is the sensory event.
Pain is the affective–adaptive event.

The raw signal is just information.

The suffering is what the living system learns to do with that information, based on its affective history and its dose-response adaptation history.

Could differences in early childhood pain create conditions for learning to be more or less pain adapted and could the less pain adapted learn to become more so over time leading to many forms of chronic pain?

12/12/2025

Vastly more human learning is disabled by prior learning (somatic-affective-cognitive….) than by innately ordained processing differences. We must learn to recognize the power of learning to disable learning and the pervasiveness of "learned learning disabilities".

👉👉👉: https://davidboulton.com/dailogues-2/leaning-disabilities-debate/

While innate learning disabilities are a significant concern, the impact of acquired learning disabilities, stemming from prior learning experiences, is far more widespread and deserves greater attention and resources.

12/08/2025

December 7, 2025 - BBC Science Focus: Time might not exist – and we're starting to understand why: "If we can’t determine which events are in the future and which are in the past, we arrive at the possibility of events acting backwards in time to cause events in their past. If, at the quantum level, events in the past can be affected by events in the future, then all bets are off. While some physicists argue that causality is sacred and must be preserved at all costs, others have argued in favour of the idea of retrocausality (the future affecting the past).

This supports the "life-centric" paradigm of the universe:
https://learningstewards.org/life-centric/

The Physics article:
https://www.sciencefocus.com/science/the-closer-we-look-at-time-the-stranger-it-gets

Could the universe be adapting to life as part of the same process through which life is adapting to the universe?

12/08/2025

Dr Todd Strong’s video on Toxic Emotions seems headed in a good direction in terms of establishing the effect of emotion on physicality, but its emotional categories are blurry. He is implicitly describing the effects of affect but conflating them into complexes in a way that distracts from realizing the affective order implicit in what he is saying. How would Silvan Tomkins, Edward Calabrese, and myself, David Boulton, differ with his characterizations and how could the work of all four better accomplish Dr. Strong’s helpful intent?

👉👉👉 https://davidboulton.com/strongs-toxic-emotions/

12/04/2025

Every milestone in human evolution was a triumph of shared learning. No one survives being a lone biped. People had to teach others to use fire and tools or they would have died with their inventors. As feral children demonstrate, language learning depends on someone to learn from and with. And so on down the list. The power of individual learning is an outgrowth of the power of shared learning. We are not only the learnist (how we are the "fittest"), we are the species whose capacities for learning skyrocketed because of how we learned to learn together.

We are the species whose capacities for learning skyrocketed because of how we learned to learn together.

12/02/2025

Could Symbolic AI Unlock Human-like Intelligence?

https://www.scientificamerican.com/article/could-symbolic-ai-unlock-human-like-intelligence/

The article trains readers to equate “intelligence” with symbolic manipulation, reinforcing the old cycle where machine limitations get projected onto humans and human intelligence gets reduced to computational capacities.

From a learning-first view, this shrinks people’s agency by teaching them to see thinking as rule-based symbol processing rather than embodied, affective, meaning-seeking learning.

The piece subtly normalizes a worldview in which AI seems closer to personhood and humans seem more machine-like — a drift that benefits AI labs and media narratives but weakens public learning health.

Stewardship would reframe the question away from “Can symbolic AI unlock human-like intelligence?” toward “How does this framing affect how well people can learn, notice, question, and re-orient their own meaning-making?”

Combining newer neural networks with older AI systems could be the secret to building an AI to match or surpass human intelligence

11/26/2025

A baby and adult sitting in the same room are both present to the tv set. The auditory waveforms present in their auditory nerves are similar. The light patterns present in their optic nerves are similar. But the difference in the meanings present to be baby and adult are off-scale different. The adult is present to meanings the baby is completely oblivious too. That difference in presence is a reflection of the degree to which learning has extended the presence of the adult.

The fundamental purpose of learning and adaptation is to extend presence in time and space. Presence is resonantly relevantly responsively being present.

11/26/2025

LEARNING INTO HORMESIS

The hormesis principle: In biology, moderate stressors trigger adaptive repair and growth; I use this as a metaphor (and learning lens) for how human systems learn.

Part 1 – Hormesis, Risk Assessment, Paradigm Inertia

Part 2 – Hormesis, Adaptive v Maladaptive Learning, Cycles of Engagement, and Co-Implication

This post links to my conversations (so far) with the Dr. Edward Calabrese and my use of AI to learn to understand hormesis and how it provides another important lens through which to learn to more deeply understand the central dynamic of life that is learning.

Hormesis provides a way of understanding how systems (biological, cognitive, organizational) thrive not by avoiding stress but by engaging it—within bounds—such that healthier learning becomes the central dynamic of adaptation.