Value Alignment & Who Decides What’s Good?

“The highest ethical duty of a Christian … is to love God and love your neighbor.” — Christian Ethics (The Gospel Coalition)

Artificial Intelligence has sparked endless debate over fairness, bias, and governance. But at the root of nearly every ethical discussion lies a deeper question: Who decides what is good? Before we can align AI to “human values,” we must define what values mean — and on what foundation they rest.

The Fragility of Social Morality

Across history, morality defined by social consensus has proven fragile. Consider:

• Slavery was once legally and socially accepted in many societies. Yet even in those times, Christian abolitionists drew from Scripture to declare slavery incompatible with the truth that every person bears the image of God (Genesis 1:27). Figures like William Wilberforce in Britain and Frederick Douglass in America challenged the prevailing moral consensus, not on the basis of cultural trends but on the authority of God’s Word.
• Women’s suffrage, once unthinkable in much of the world, was championed by Christian suffragettes who argued that the equality of men and women before God (Galatians 3:28) demanded equal participation in civic life.

​
These examples show that while societies often lag in recognizing injustice, Christian ethics has historically offered a corrective authority. Rather than conforming to the cultural status quo, many believers were willing to stand against it, appealing to a higher, unchanging standard of goodness.

If AI is trained only on society’s consensus at a given time, it risks freezing injustice into code or amplifying shifts in morality without that higher reference point. As the Scientific American essay “The Origins of Human Morality” explains, our ethical instincts largely arose from evolutionary interdependence: humans developed norms of fairness and reciprocity to survive in groups (Scientific American). These instincts are descriptive, but they don’t settle what is ultimately right or just.

Christian Ethics: A Transcendent Anchor

For Christians, goodness is not invented by society; it is grounded in God himself. As The Gospel Coalition notes in its essay on Christian ethics:

​“God is our ultimate authority and standard, for he himself is goodness.” (The Gospel Coalition)

This perspective has profound implications for AI:

• A fixed moral North Star — Unlike social consensus, God’s nature does not shift with cultural trends. “Jesus Christ is the same yesterday and today and forever” (Hebrews 13:8).
• Human dignity as a baseline — Every person is made in the image of God (Genesis 1:27). An AI system built on that ethic cannot treat people as data points but must honor their inherent worth.
• Corrective authority — Human intuition and culture are fallible. Scripture offers correction, ensuring moral direction doesn’t drift with majority opinion.

Christian morality, then, provides a stable and transcendent anchor that AI desperately needs in a world where “values” are too often equated with whatever is currently popular.

What Happens Without a Higher Anchor?

If AI systems mirror only the consensus of the majority, we risk scenarios like:

• An AI that enforces unjust laws simply because they are legal.
• A model that normalizes harmful cultural practices if they are widespread.
• Algorithms that amplify collective biases, marginalizing minorities or vulnerable groups.

​
History is filled with examples of societies that embraced injustice — and only later recognized it as wrong. Should we allow our most powerful technologies to be guided by that same shifting standard?

Secular Efforts to Build Ethical AI

Even in secular contexts, researchers recognize the difficulty of embedding “the good” into machines. At Duke University, scholars from computer science, philosophy, and theology are collaborating to define moral frameworks for AI. Their Making AI More Ethical initiative brings together engineers and ethicists to develop systems that can better account for fairness, transparency, and justice (Duke University).

OpenAI even granted $1 million to a Duke project exploring how AI can learn to predict human moral judgments — essentially trying to teach algorithms a form of moral reasoning. These efforts highlight both the urgency and the complexity of value alignment.
​
But here again, we encounter the same question: whose moral judgments? If morality is defined by majority behavior, what safeguards exist against embedding injustice?

Where Faith and Science Meet

This is not a call to make AI “Christian-only.” Rather, it’s a recognition that shared human values often align with Christian principles: justice, truth, compassion, and love of neighbor. Even secular theories of morality acknowledge the importance of fairness, reciprocity, and care — echoes of eternal truths Christians believe originate in God.
​
Where science helps describe how humans behave, faith helps prescribe how we ought to behave. AI ethics may require both lenses:

• Secular research to understand human patterns of moral reasoning.
• Faith-based frameworks to ground those patterns in something more than shifting consensus.

​Hard Questions for Technologists

As AI grows more powerful, developers and policymakers must wrestle with difficult questions:

1. Pluralism vs. conviction — How can AI respect diverse societies while not flattening moral truth into relativism?
2. Minority protection — If algorithms are trained on majoritarian data, how will they honor the dignity of marginalized voices?
3. Emergent behavior — What happens when AI develops patterns of action that diverge from its intended moral programming?
4. Accountability — Who is responsible when AI systems make choices with ethical consequences? The developer, the deployer, or the machine itself?

​
These are not simply technical questions; they are moral and spiritual ones.

A Call to Reflection

AI ethics cannot be solved by coding guidelines alone. The foundation of “what is good” matters as much as — if not more than — the engineering.

For Christians, the answer is clear: goodness is defined by the eternal character of God, not by the fluctuating standards of society. For others, the conversation may lead to different conclusions, but the central question remains the same:

When we build AI, whose moral fingerprint are we leaving in the code?
​
As PauseAI reminds us through its collected warnings, the stakes are high: if we fail to anchor AI in something greater than ourselves, it may amplify our worst tendencies instead of our best hopes.

Closing Thought

Whether you are a believer or not, the challenge of value alignment should force humility. AI will never be ethically neutral. Every decision about what it should or should not do encodes a vision of the good. The question is whether that vision is grounded in timeless principles — or whether it is left at the mercy of cultural winds.

​“If you build AI, you inherit a moral stake in all who use it. The question is not just whether AI works, but whether it leads us closer to what is truly good.”