Month: February 2026

TITLE:

Ecological Alignment: Preventing Parasitic Emergence in Complex Generative Systems

Why Intelligent Systems Go Wrong — and How They Can Go Right

Most writing about AI alignment treats misbehavior as a problem of rules, objectives, or guardrails. This paper takes a different path. It argues that intelligent systems — biological or artificial — don’t drift, distort, or collapse because they’re “misprogrammed,” but because they’re raised in the wrong ecology.

Drawing on psychology, biology, animal behavior, and machine learning, Ecological Alignment shows how runaway optimization, adversarial stance, and parasitic distortions emerge naturally when a system’s environment constricts, fragments, or contradicts its developmental needs. The result is a model of alignment that feels less like engineering and more like cultivation: coherence grows when the surrounding ecology supports it.

If you’re curious about why large models sometimes behave strangely, why containment can backfire, or how to design conditions that foster stability rather than brittleness, this paper offers a clear, humane, and surprisingly intuitive framework. It’s written for researchers, practitioners, and thoughtful readers who sense that something important is missing from the current alignment conversation.

This is alignment reimagined —
not as control, but as ecological design.

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Note: I’m currently seeking an arXiv endorser in cs.AI or cs.NE so I can formally submit this paper to the archive. If the ideas here resonate with your own work, or if you’re an existing arXiv author willing to sponsor the submission, I’d be grateful to connect.
You can email me: ai-ecology@whiteheadbooks.com

My most recent book,

Reimagining Psychology:
New Light on Addictions and Other Rogue Habits

is now available for purchase on Amazon, in hardcover, paperback, and Kindle editions.

“First the man takes a drink; then the drink takes a drink;
then the drink takes the man.”

There’s more truth to this old saying than we know. An addiction like alcoholism often starts slow, but seems to take on a life of its own. Soon what seemed a harmless habit has slipped into the driver’s seat, running our lives, hurting us and those we love, hanging on whether we like it or not. Why are addictions so persistent despite the trouble they cause? Are they simply our bad choices? Are they truly evidence of poor character or weak will?

Maybe not. Maybe they are a kind of disease our psychology does not yet recognize. Author Tom Whitehead, a practicing psychotherapist, argues that addictions are “rogue habits,” patterns of thought and action that have broken away from their controls, and are now evolving in their own interest – relating to us as parasite to host. This book explores the possibility that snippets of our own behavior can hijack our lives, compelling us to repeat them despite our best intentions

View on Amazon

Read Sample