
Foundational Algorithms and Social Robustness: A Christmas Reflection on the Evolution of Principles and Their Game Logic
TechFlow Selected TechFlow Selected

Foundational Algorithms and Social Robustness: A Christmas Reflection on the Evolution of Principles and Their Game Logic
Technology is merely a lever—it can amplify both benefits and destruction.
Author: Ray Dalio
Translated by: Bruce
Merry Christmas to all (even if you're not a Christian)!
Yesterday was Christmas Day. While enjoying time with my three-generation family, I found myself reflecting on several thoughts—centered around the importance of principles as core assets, the definition of positive and negative externalities (good and evil), and society’s descent into hell due to the erosion of social capital.
1. Principles: The Core Intangible Asset
To me, the most important asset in life is a solid set of "principles," because they form the underlying algorithms of individual decision-making. Principles shape our utility functions and the paths we take to fulfill them. The most fundamental principles concern our hierarchy of values—and even determine our game-theoretic preferences under extreme conditions (i.e., what we are willing to live or die for).
With this in mind, I conducted the following audit and reflection:
-
How compatible are our current codes of conduct with Christianity and other religious teachings?
-
Do we share common contractual principles, or are we trapped in zero-sum conflicts due to incompatible principles?
-
Which universal principles can serve as public goods accessible to all humanity?
-
Where do these principles originate?
-
How have these principles evolved along historical trajectories as civilizations advanced?
From a historical perspective, since the formation of human societies, regional civilizations developed their own principles and religions within relatively isolated environments. Despite geographical differences, the core demand across all societies has been remarkably consistent: the need for informal institutions that constrain individual behavior, reduce transaction costs, and enable social coordination. These rules were encoded into scriptures. In other words, religion originated as a mechanism for social governance—providing incentives to guide individual behavior toward collective optimality.
The vast majority of religions—whether based on transcendent beliefs or focused on worldly ethics like Confucianism—are hybrid contracts composed of two elements:
-
Social governance guidelines: interaction rules aimed at enhancing societal welfare;
-
Superstitions: belief systems beyond logical verification.
These supernatural assumptions (e.g., virgin birth, resurrection) often lack empirical support when interpreted literally. But viewed metaphorically, they reveal deep cross-cultural structural similarities. In contrast, the non-supernatural principles regarding “social cooperation” across major religions are strikingly alike. If we fixate on ritualistic forms while ignoring these core incentive mechanisms, religious holidays become meaningless consumerist symbols.
Though I am not a believer—due to my lack of faith in supernatural forces (I avoid accepting unverified a priori assumptions)—I deeply respect the evolutionary wisdom embedded in religions. For instance, “love thy neighbor as thyself” and “karma” reflect reciprocal altruism in game theory.
From a mechanism design perspective, adopting a strategy of “giving more than taking” in interactions generates substantial value-added: the cost to the giver is often far less than the marginal benefit to the receiver. The accumulation of such positive externalities creates non-zero-sum win-win relationships, significantly boosting overall social output and welfare.
To me, “spirituality” means recognizing oneself as a subsystem within a larger whole, and choosing to pursue system-wide optimization rather than local optima (i.e., extreme self-interest at the expense of the whole). This is not merely a moral imperative but also an efficient operational logic. Unfortunately, this shared understanding of good and evil is suffering severe credit erosion in today’s society.
Of course, I’m not advocating absolute pacifism. Struggle is necessary as an external constraint when facing irreconcilable survival conflicts. But my suggested principle is: avoid deadweight loss over superstitions or trivial matters, and never blur the foundational definitions of positive and negative externalities (good vs. evil).
2. Defining Good and Evil, and the Moral Dimension of Human Capital
What exactly are good and evil?
In modern discourse, people often wrongly reduce “good and evil” to mere impacts on personal gain or loss. From an economic standpoint, “good” refers to actions that maximize total social utility (positive externalities), while “evil” denotes behaviors that harm the overall system (negative externalities).
Evaluations of character extend this logic. Good character is a psychological disposition—a form of human capital—that commits to and delivers maximized collective benefits. Bad character, conversely, stems from weaknesses or deviant behaviors that erode social welfare.
I firmly believe there exists a behavioral pattern capable of achieving Pareto improvement for both individuals and society. Though religious frameworks differ, global consensus upholds virtues like “courage,” “integrity,” and “temperance,” because they are essential protocols for sustaining complex societies.
3. Society on a Downward Trajectory
I personally believe we are undergoing a metaphorical “descent into hell.” This means most members of society have already lost the anchor points of shared moral consensus—and the erosion of this consensus will exact a hellacious price.
More specifically, our social contract is unraveling. The dominant guiding principle has been reduced to pure self-interest maximization—the absolute pursuit of money and power. This value drift is vividly reflected in cultural outputs: we lack morally compelling role models.
When malicious behavior is glamorized as a shortcut to success, and children grow up without proper “incentive templates,” the consequences are catastrophic. Drugs, violence, suicide, and widening opportunity gaps are both symptoms and drivers of societal principle collapse.
Ironically, throughout history, many believers abandoned cooperative tenets of their faiths in pursuit of doctrinal supremacy or personal gain. Due to this moral hazard, when people reject religious superstitions, they mistakenly discard the beneficial social rules as well—creating institutional vacuums.
Conclusion
Despite exponential advances in technology and productivity, I believe technology is merely a lever—it amplifies both benefits and harms. History shows that technological progress alone does not eliminate conflict.
The good news is: given our immensely powerful toolkit today, if we can rebuild a healthy rulebook centered on mutual benefit and win-win cooperation, we have the capacity to resolve all systemic crises.
Join TechFlow official community to stay tuned
Telegram:https://t.me/TechFlowDaily
X (Twitter):https://x.com/TechFlowPost
X (Twitter) EN:https://x.com/BlockFlow_News














