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Artificial Intelligence for Inspired Action

A new framework called "hybrid intelligence" proposes that humans must actively shape their integration with artificial intelligence to prevent four interconnected psychological risks: agency decay, bond erosion, the climate conundrum, and a divided society. The framework warns that outsourcing decisions to algorithms atrophies neural pathways for decision-making, while screen-mediated interactions degrade human connection and social cognition. The challenge, according to the analysis, is not what machines can do but what humans will choose to do with them, as AI's energy demands create a trade-off between climate solutions and carbon-intensive computation.

read5 min publishedJun 11, 2026

Artificial Intelligence

Can we move from individual aspirations to ambitious impact? #

Posted June 11, 2026 [ Reviewed by Michelle Quirk

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Key points

  • The fundamental question is not what machines can do, but what humans will choose to do with them.
  • Each time a decision is outsourced to an algorithm, neural pathways for decision-making atrophy.
  • Humans are active participants with the neuroplasticity to shape how AI tools are integrated into life.

The conversation about artificial intelligence (AI) has reached a fever pitch. Will AI save us or destroy us? Will it steal our jobs or liberate us from drudgery? These binary debates, while attention-grabbing, miss the fundamental question: not what machines can do, but what humans will choose to do with them.

The challenge lies in how AI shapes how we think and feel, what we aspire to and do to translate that aspiration into action. From human cognition via behavior to social systems, everything is affected by the ongoing transition, and all of it has planetary health consequences. Everything is connected and affected by our increasingly AI-mediated environment. To be proactive players in this context challenges us to understand and deliberately influence how our hybrid environment impacts us.

Four Risks Reshaping Human Psychology #

Four under-appreciated yet tightly coupled risks are already transforming human psychology and social fabric: agency decay, bond erosion, climate conundrum, and divided society, the ABCD of AI challenges.

We are navigating along the scale of agency decay, gradually moving from experimenting with AI toward integrating it, from relying on it, and maybe soon depending on it. We need to wake up before convenience becomes a cognitive trap. Each time a decision is outsourced to an algorithm—what to watch, whom to date, which route to take—

neuralpathways for decision-makingatrophy. The mind that delegates too many choices risks becoming a passenger rather than a pilot.

Bond erosion speaks to the quality of human connection. When relationships are mediated by screens and shaped by algorithms, something essential changes. People may have more "connections" yet feel more isolated. Screen-mediated interaction lacks the rich multimodal cues, facial micro-expressions, body language, and vocal prosody that human brains evolved to process, affecting compassion and social cognition.

The *climate conundrum *emerges from AI's voracious appetite for computational resources. Training large models consumes enormous energy, creating a troubling trade-off: tools that might address climate change are themselves carbon-intensive.

Divided society reflects how unequal access to AI capabilities threatens to deepen existing inequalities. When some populations have sophisticated AI augmentation while others lack basic access, cognitive enhancement gaps could rival historical disparities in literacy or education.

These four risks reinforce one another, creating interdependencies that demand holistic thinking about human-AI interaction.

Hybrid Intelligence: A New Cognitive Framework #

The emerging response is hybrid intelligence, deliberate practice arising from the complementarity of natural intelligence and artificial systems, guided by a prosocial orientation.

At its core is POZE: perspective, optimization, zeniths, and exposure. This framework requires maintaining multiple perspectives, optimizing for the right outcomes rather than mere efficiency, understanding peak performance conditions, and thoughtfully managing what gets exposed to algorithmic influence.

POZE is expressed through four principles: change (embracing neuroplasticity), connection (prioritizing social cognition), continuum (thinking in spectrums), and complementarity (leveraging both human intuition and machine computation).

The practical framework introduces four assets—attitude, approach, ability, and ambition—cultivating an A-Frame mindset: awareness, appreciation, acceptance, and accountability.

From Framework to Action #

Four pathways span individual, organizational, systemic, and planetary scales:

Micro: Double-literacy curriculum develops both human and algorithmic literacy, ensuring people understand how to think critically about AI's cognitive effects—meta-cognitive awareness that is essential for maintaining agency. - Meso: Compassionatecaregivercompanion coach (C4) demonstrates how AI can amplify rather than replace human care, preserving the irreplaceable elements of human compassion while supporting caregivers. - Macro: Social Accounting Matrix 4.0/Q (SAM 4.0/Q) integrates climate and impact accounting into economic decision-making, helping minds expand their value calculus beyond GDP to include ecological and social dimensions. - Meta: Dynamic decentralized democracy dashboard (D4) explores how AI might enhance democratic participation and collective intelligence while mitigatinggroupthinkand polarization.

ProSocial AI #

Running through these pathways is ProSocial AI, systems deliberately tailored, trained, tested, and targeted for people and planet, not just profit. Technology's impact depends on values embedded in its design and governance. AI should amplify human flourishing, strengthen social bonds, support ecological sustainability, and enhance capabilities for meaning-making, connection, and agency.

Toward Inspired Action #

The central insight is agency, not anxiety. AI presents genuine risks to human cognition, but humans are not passive observers. They are active participants with the neuroplasticity to shape how these tools are integrated into life. Moving from insight to impact requires a practical framework.

The ABCD of Action Offers a Personal Compass #

Aspire to a different relationship with AI—one that enhances human capability and nurtures your best self.Believe that this transformation is possible, cultivating conviction that individual choices matter.Choose deliberately which AI interactions to embrace, modify, or reject in daily life.Do consistently what you believe in, translating intention into action and building new patterns of natural-artificial dynamics.

Every AI-mediated interaction influences how people think, feel, and interact. The question is whether this transformation will be navigated with intention and commitment to collective flourishing. That requires moving beyond utopian fantasy and dystopian paralysis toward inspired action: purposeful engagement grounded in clear values.

The future is something humans create, one choice at a time. Ensuring those choices remain not only human but humane—guided by compassion and care for people and planet—has never been more important.

These ideas are explored in depth in Artificial Intelligence for Inspired Action (AI4IA), to be published by Springer on June 11.

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