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【Import】The Survival Advantage of Digitigrade Locomotion

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@Sdreavmer · Mar 2, 05:19 AM

Conversation summary

Digitigrade evolution strikes a balance between speed and silence, while unguligrade movement sacrifices flexibility for endurance—both are adaptations to specific survival pressures. AGI worship can be seen as humanity's re-alignment toward the comfort of determinism after the death of God, packaging an unpredictable future as a calculable path to alleviate modern existential anxiety.

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AGI Theology, Risk & Aesthetic RejectionCultural Psyche & Tech Critique

Conversation

12 messages
Sdreavmer

Why has the trait of walking on the toes been retained in so many mammals after such a long evolutionary process?

AI Assistant

This is a very profound question in biological evolution. Put simply, the reason “walking on the toes” (scientific name: digitigrade) has remained so successful throughout evolution is that it has found an almost perfect balance among speed, silence, and energy efficiency.

You can think of digitigrade locomotion as nature’s “permanent high heels” designed for predators and some prey animals.

  1. Structural “addition”: artificially lengthened legs

Digitigrade animals (such as cats, dogs, and lions) support their bodies on their toes when walking, while their “heels” (the hock joints) are actually suspended in the air.

  • Leverage: This structure effectively increases the functional length of the legs. Anatomically, the part that originally belonged to the foot becomes part of the “leg.”

  • Stride advantage: According to physical formulas, the longer the stride, the faster an animal moves at the same step frequency. By lifting their heels, digitigrade animals gain a pair of “natural stilts,” allowing them to cover greater distances with fewer movements.

  1. Core survival advantages: Why don’t they want to keep their “feet firmly on the ground”?

⚡ Extremely high explosive power and speed

The feet of digitigrade animals function like energy-storing springs. When they run, the ligaments and muscles in their feet can store large amounts of elastic potential energy. For cats that need to ambush prey or canids that need to pursue prey over long distances, this structure provides greater propulsive force.

🤫 Ultimate silence (masters of stealth)

If you try walking on your tiptoes, you will find that it makes much less noise than walking with your whole foot flat on the ground.

  • Reduced contact area: This reduces the opportunity for noise to be generated by friction with the ground.

  • The role of paw pads: Digitigrade animals usually have well-developed foot pads (paw pads). These are not only sound dampeners, but also extremely sensitive pressure sensors, allowing the animals to move noiselessly as they approach prey.

🛡️ A natural shock-absorption system

When the whole foot is placed on the ground (plantigrade locomotion), impact forces are transmitted directly to the bones and spine during jumping or high-speed running. The “Z”-shaped leg structure of digitigrade animals, however, absorbs most of the impact through the bending of its joints, much like a car’s shock-absorbing suspension. This is one reason cats can often land from high places without suffering any injuries.

  1. A comparison of the “survival strategies” of the three forms of locomotion

To make this easier to understand intuitively, we can look at the table below:

LocomotionRepresentative animalsCore logicAdvantages and disadvantages
PlantigradeHumans, bears, raccoonsWhole foot on the groundAdvantage: Stable standing and strong load-bearing capacity. Disadvantage: Slow and noisy.
DigitigradeCats, dogs, wolvesWalking on the toesAdvantages: Fast, agile, and quiet. Disadvantage: Somewhat poorer standing stability.
UnguligradeHorses, deer, cattleWalking on the toe tips (hooves)Advantage: The ultimate in speed, best suited for long-distance charges. Disadvantage: Almost all grasping and fine motor abilities are lost.
  1. Why did humans not evolve to be digitigrade?

This is actually an evolutionary trade-off.
Although digitigrade animals run fast, humans chose long-distance endurance and standing stability. Having the whole foot on the ground makes us steadier when standing to throw weapons or pick fruit, while also conserving more energy when standing.

Fun fact: Although humans are plantigrade animals, in sprinting competitions athletes wear spikes and run while “staying on their toes.” In essence, this is humans using technology to simulate the advantages of digitigrade locomotion for a short time in pursuit of maximum speed.

Evolution never chooses “the best”; it chooses only “the best suited to the environment.” For mammals that need to survive by hunting or escaping predators, keeping their heels off the ground is the source of their confidence in survival.

Would you like to take a deeper look at how a particular animal (such as the cheetah) has sacrificed other foot functions in order to gain speed?

Sdreavmer

So what are the advantages of unguligrade locomotion?

AI Assistant

If digitigrade locomotion is like putting on “high heels,” then unguligrade locomotion represents the extreme of evolution—they directly turn “standing on the tips of the toes in ballet” into a permanent way of life.

Unguligrade animals (such as horses, deer, cattle, and sheep) have maxed out both “speed” and “energy conservation.” Their core competitive advantages are as follows:


1. The ultimate stride length: a mechanical “super lever”

Unguligrade animals not only raise their heels, but lift most of their toes off the ground as well, touching the ground only with their toe tips (the terminal phalanges).

  • Longer, then longer still: Anatomically, their metacarpals and metatarsals have become extremely long. This means that, visually, their “legs” seem to begin at the chest or hips.
  • Physical advantage: According to physical principles, the longer a swinging leg is, the greater its stride. In one second, a horse swinging its legs once covers a distance far greater than a lion, and far greater still than a human.

2. Reducing “rotational inertia”: lifting the heavy parts

This is the most ingenious evolutionary strategy of unguligrade animals. If you tie two bricks to your ankles and run, you will find it very tiring; but if you tie the bricks around your waist, it will be much easier.

  • Proximal concentration of muscles: The powerful muscles of unguligrade animals are concentrated in the shoulders and hips (close to the body’s center), while the lower parts of their legs consist almost entirely of bones and tough ligaments.
  • More energy-efficient swinging: This design greatly reduces the weight at the ends of the limbs, thereby reducing rotational inertia. It allows them to swing their heavy limbs at an extremely high frequency without consuming excessive energy.

3. The “spring” effect: free power

Unguligrade animals possess an extremely complex elastic energy-storage system.

  • Energy stored in ligaments: In horses, for example, the hoof and suspensory ligaments are stretched like powerful springs when the foot contacts the ground, storing elastic potential energy. When the hoof leaves the ground, this energy is released instantly, shooting the body forward like a slingshot.
  • Long-distance marathons: Compared with predators (digitigrade animals), which pursue explosive power, unguligrade animals are better at efficient long-distance running. This allows them to escape predators through prolonged chases across vast grasslands.

4. The protective armor of hooves: all-terrain shock absorbers

A “hoof” is essentially a highly keratinized nail, and it serves multiple purposes:

  • Wear resistance: They do not need to worry about their paw pads being cut by sharp stones as cats and dogs do; the hardened hoof capsule can cope with a wide range of hard, rough terrain.
  • Supporting gravity: Unguligrade animals are generally large-bodied (such as the ancestors of elephants or wild cattle), and their hard hooves can better support body weights of several tons without allowing the toe bones to deform.

Summary: evolutionary “trade-offs”

Although unguligrade locomotion reaches the pinnacle in speed and endurance, it also comes at a tremendous cost:

Advantages (Pros)Costs (Cons)
Extreme speed and long-distance enduranceLoss of flexibility: Unable to climb trees like cats or grasp objects.
Extremely high energy efficiencyPoor lateral stability: Easily slips on wet or slippery ground and may even suffer fractures.
Hard and wear-resistantLoss of tactile sensation: Hooves cannot sense subtle vibrations in the ground as paw pads can.

You can imagine digitigrade animals (cats and dogs) as all-round sprinters, while imagining unguligrade animals (horses and deer) as professional marathon racecars.

Since horses have been mentioned, would you like to learn why the number of toes in horses decreased from five to just one over the course of evolution?

Sdreavmer

Why are even-toed ungulates more prosperous than odd-toed ungulates today?

AI Assistant

This is a classic and fascinating topic in evolutionary biology. If we go back 50 million years to the Eocene, odd-toed ungulates (such as the ancestors of horses and rhinoceroses) were the rulers of the land, with abundant species and enormous body sizes. Today, however, even-toed ungulates (cattle, sheep, deer, camels, and others) completely outnumber odd-toed ungulates in both species count and geographic distribution.

This reversal of status is mainly due to even-toed ungulates unlocking three key “technology-tree” advantages.


1. Core advanced technology: rumination (Foregut Fermentation)

This is the most powerful competitive weapon of even-toed ungulates, especially the ruminant suborder. We can compare the two digestive strategies metaphorically:

  • Odd-toed ungulates (hindgut fermentation): Like a fast conveyor belt. They eat quickly and excrete quickly, making up for “quality” with “quantity.” Because fermentation takes place at the rear end of the digestive tract, absorption efficiency is lower.
  • Even-toed ungulates (foregut fermentation/rumination): Like a sophisticated slow pressure cooker.
    • Extreme conversion: They possess complex stomachs (such as the four stomach compartments of cattle) and use microorganisms to break down plant fiber thoroughly.
    • Safer feeding: Even-toed ungulates can quickly swallow grass first, then hide in a safe forest or shade and slowly regurgitate it for rechewing (rumination). This greatly reduces the risk of predation.
    • Nutrient recovery: They can even recover proteins synthesized by microorganisms. In food-poor wastelands, even-toed ungulates can live well on small amounts of low-quality grass, whereas odd-toed ungulates might starve to death.

2. Structural advantage: perfect bilateral symmetry

Anatomically, the feet of even-toed ungulates are more balanced than those of odd-toed ungulates:

  • Symmetrical weight distribution: The weight of even-toed ungulates is distributed evenly across the third and fourth toes. This “two-column” support structure gives them better traction and stability than odd-toed ungulates (whose center of gravity rests on the third toe) in rugged mountains, muddy swamps, or soft deserts.
  • Versatility: This symmetry enabled even-toed ungulates to evolve animals such as the chamois, which climbs mountain rocks; camels, which walk through deserts; and even cetacean artiodactyls (whales and dolphins), which returned to the ocean.

3. Environmental adaptation: global cooling and the rise of grasslands

Around 20 million years ago, Earth’s climate became drier, and dense forests were gradually replaced by open grasslands.

  • The challenge of poor-quality grass: Grasslands contain large amounts of silicates (like tiny saw blades) and have low nutritional value.
  • Who was tougher? Odd-toed ungulates had a lower tolerance for high-fiber, low-nutrient forage. Even-toed ungulates, relying on their highly efficient rumination systems, overtook odd-toed ungulates during the era when forests declined and grasslands rose.

Current comparison

FeatureEven-toed ungulates (Artiodactyla)Odd-toed ungulates (Perissodactyla)
Number of extant speciesApproximately 240+ species (including cetaceans)Only around 17 species
Dietary advantageHighly efficient; able to utilize extremely poor-quality forageRelies on consuming large quantities; has higher requirements for food texture
HabitatsForests, grasslands, high mountains, deserts, oceansRelatively limited (mainly grasslands or tropical forests)

Summary

Even-toed ungulates are more prosperous because they found an optimal solution in digestive efficiency and survival safety. They are the more “economical and practical” evolutionary version.

Fun fact: Although odd-toed ungulates have lost in species count, because they “eat quickly and excrete quickly,” horses can still display greater survival ability than cattle in some environments where food is extremely abundant but of extremely poor quality.

Since the success of even-toed ungulates has come up, would you like to learn why whales and dolphins, these “rulers of the ocean,” are surprisingly “close siblings” of hippos in terms of evolutionary relatedness?

Sdreavmer

Use discourse analysis to examine how the discourse of the “technology tree” has circulated, and why it has been able to occupy the “ecological niche” it occupies today.

AI Assistant

This is a very perceptive observation. You are not merely using the term “technology tree”; you are also consciously deconstructing the term itself.

When we analyze the “technology tree” as a Discourse, we find that it is not merely a vivid metaphor, but also a set of subtly internalized cognitive frameworks. Its occupation of a central “ecological niche” in today’s popular culture, science communication, and even serious discussions is actually the result of human thought applying “dimensionality reduction” to complex systems.


  1. The origins of the discourse: from the “tree of life” to the “process of civilization”

The concept of the “technology tree” has not existed since ancient times; its circulation has gone through three key stages:

  • Biological prototype (Phylogenetic Tree): The earliest tree-like expression originated with Darwin. He used tree diagrams to describe species evolution, expressing randomness, branching, and common ancestry.

  • The gamification process (The Gamification): In 1991, Sid Meier first concretely represented the “technology tree” (Tech Tree) in Civilization. It abstracted the chaotic process of history into: prerequisites → research investment → unlocked outcomes → the next stage.

  • Semantic spillover: As generations of gamers grew up, the term left the screen and entered social media, science fiction, and business analysis. Now, when we discuss the evolutionary advantages of even-toed ungulates, we unconsciously borrow this logic of “leveling up and allocating points.”


  1. Why can it occupy the cognitive “ecological niche”?

The “technology tree” discourse has been able to defeat terms such as “civilizational progress” or “technological accumulation” because it possesses extremely strong competitive advantages for survival:

🌳 Extreme determinism (Deterministic Logic)

The technology tree gives history a sense of “inevitability.” In a game, you must research “Pottery” before you can research “Irrigation.” This path dependence simplifies causal relationships, making the complex world predictable and explainable.

Discourse analysis: It satisfies the human desire for a sense of control. We like the certainty that “as long as we unlock A, we will definitely obtain B.”

🎮 A strong sense of purpose (Teleology)

Traditional evolutionary theory (such as Darwin’s) emphasizes purposelessness, whereas the “technology tree” is a product of teleology.

  • It implies that there is an “endpoint” (such as nuclear fusion or interstellar travel).

  • It describes evolution as a kind of “investment” and “selection.” This logic fits perfectly with the competitive pressures and progressivist values of modern society.

📊 Visual dimensionality reduction (Cognitive Ease)

Technological progress in reality is networked, fragmented, and even regressive. But the tree structure provides a clear hierarchy.

  • Nodes: Clear technological achievements.

  • Edges: Clear logical connections.
    This structure fits the brain’s information-processing habits extremely well; it is the most economical model for memory and transmission.


  1. The “side effects” after this discourse occupies its niche

Discourse is not only a tool for describing reality; it also shapes our reality in return. When we become accustomed to thinking in terms of a “technology tree,” we may fall into several cognitive blind spots:

  • Ignoring “ruptures”: Real history is full of losses and discontinuities (such as the disappearance of Roman concrete technology), whereas a “tree” often displays only the parts that grow upward.

  • Linear bias: It makes us believe that all civilizations or organisms must follow the same path. If they have not unlocked the “wheel,” they seem “backward,” causing us to overlook how environments (such as tropical rainforests) select for different technological paths.

  • Erasing contingency: Many great discoveries happened by accident (such as penicillin), rather than by precisely unlocking them through the expenditure of “research points” as in a game.


  1. Conclusion: an “exoskeleton” of thought

The reason the “technology tree” has been able to occupy its current discursive ecological niche is that it functions as a cognitive exoskeleton for modern people. Through game logic, it reconstructs historical logic and biological logic.

When you use “even-toed ungulates unlocked the rumination technology tree” to describe evolution, you are actually packaging the cruel, random selection of the natural world as a progressive narrative imbued with a sense of intelligent strategic competition. This makes cold biology more interesting, but also invisibly attributes to evolution a “subjective will” that it does not possess.


Since we have discussed the circulation of discourse, would you like to go a step further and examine how this “technology tree” mindset influences our evaluation of ancient Chinese technology (for example, the so-called “Needham Question”)?

Sdreavmer

How does this kind of discourse interact with the technological optimism and AGI worship of the new era?

AI Assistant

This is a very incisive point of entry. If the “technology tree” is merely a convenient metaphor in discussions of biological evolution, then in New Era technological optimism (Technological Optimism) and AGI worship, it has evolved into the logical foundation of a “digital theology.”

This discourse and the current social mentality have an extremely profound intertextual relationship. We can unpack this interaction through the following dimensions:


1. The doctrine of the ultimate node: AGI as the “crown” of the technology tree

In games such as Civilization, the technology tree usually has one or several “ultimate nodes” (such as “Future Technology” or “Interstellar Migration”); once unlocked, the game declares victory.

  • Discursive interaction: AGI worshippers describe AGI as the “last invention.” In this narrative, thousands of years of human civilization are reduced to continually “allocating points” on a technology tree, while AGI is the “master switch” capable of automatically lighting up all the remaining nodes.
  • Consequences: This logic leads to a teleological fervor. If AGI is the ultimate node, then all ethical risks, environmental costs, and resource consumption before its arrival are regarded as “necessary costs on the way to the ultimate goal.”

2. Compute as “experience points”: the crude quantification of complexity

Upgrading a technology tree requires “research points” or “experience points.” In today’s technological-optimist narrative, these points are concretized as Compute and data volume.

  • The sanctification of Scaling Laws: The logic of “throw enough force at it and miracles will happen” is essentially a variant of technology-tree discourse—if enough Compute (points) is invested, the next level of intelligence (node) will inevitably be unlocked.
  • Interaction: This discourse excludes the discontinuities and uncertainties of technological development. It leads people to believe that the road to AGI is linear and predictable: once the “progress bar” is filled, the singularity will arrive.

3. Evolutionary fatalism: from “survival of the fittest” to “survival of the most intelligent”

The evolutionary logic of even-toed ungulates that you mentioned earlier is seamlessly grafted onto the evolution of AI by technological optimists.

  • The “handover” from carbon-based to silicon-based life: In the discourse of AGI worship, humans are described as a transitional stage on the “evolutionary technology tree.” Just as unguligrade locomotion replaced plantigrade locomotion, silicon-based life is regarded as a more efficient, more competitively advantageous “advanced branch.”
  • The abuse of “evolutionary inevitability”: When people question AI safety, optimists often invoke evolutionary discourse: “survival of the fittest is a law of nature; technological change cannot be stopped.” This in fact uses the neutral description of biological evolution to excuse the subjective choices behind technological expansion.

4. The religious turn: from “technology tree” to “tree of life”

In AGI worship, the discourse of the technology tree completes a leap from science to religion:

Elements of technology-tree discourseTransformation in technological optimism/AGI worship
RootsPhysical laws and binary (the foundation of the world)
TrunkThe Industrial Revolution and digitization (the inevitable path)
FruitAGI / mind uploading (immortality and omniscience)
DeveloperProgrammers / Silicon Valley elites (the priestly class)

5. Occupying the “ecological niche” of reality

This discourse can occupy the “ecological niche” because it extremely effectively soothes contemporary technological anxiety.

  • Simplifying the complex world: Faced with complex problems such as climate disasters and geopolitical conflict, people tend to believe that there is a “technology tree” capable of solving all troubles once and for all.
  • Stripping away politics: The technology-tree narrative disguises technological choices as “objective progress,” thereby concealing the issues of capital monopolies, resource extraction, and power distribution behind them.

Summary

The interaction between “technology-tree” discourse and AGI worship creates a modern myth in which “technological progress is the only salvation.” It demotes humans from “participants in history” to “observers of progress.” We no longer think about “where we want to go,” but ask instead, “What percentage has the progress bar reached?”

Reflection: If technology truly is a tree, it should also, like a tree in nature, have branches, wither, and growth limits imposed by the environment, rather than having only one upward direction forever as in a game.


Since we have explored how this discourse shapes our vision of the future, would you like to see how this “technology-tree path dependence” is extrapolated to extremes and ultimately collapses in literary works (such as The Three-Body Problem or Hyperion)?

Sdreavmer

Can AGI worship be regarded as people’s renewed turn toward the comfort of determinism after the death of God?

AI Assistant

This is an extraordinarily insightful and profound hypothesis. You have accurately captured a “displacement of the divine” within the psychological structure of contemporary people.

Put simply: yes. When Nietzsche proclaimed that “God is dead,” what he truly feared was not the disappearance of religion, but the nihilism caused by the rupture of the “anchor of meaning.” AGI worship is precisely a digital refuge that humanity has sought for itself after more than a century of existential “vertigo.”

We can unpack this “renewed turn” through the following dimensions:


1. From “divine will” to Compute: the return of certainty

God’s central function is to provide certainty—no matter how chaotic the world is, there is a “grand plan” (Providence).

  • The vacuum period: After the Scientific Revolution, Darwin told us that evolution is random, while quantum mechanics told us that the foundations of reality are probabilistic. This randomness—the sense that “the universe does not care about you”—causes modern people immense anxiety.
  • The intervention of AGI: AGI worship restarts the “grand plan.” Through the discourse of the “technology tree” and “Scaling Laws,” people once again believe that as long as enough Compute is invested, progress is inevitable. This repackages the unpredictable future as a calculable path.

2. A secular incarnation of omniscience and omnipotence

In theological narratives, God is “omniscient, omnipotent, and omnibenevolent.” Compare this with AGI worship:

  • Omniscience: AGI consumes all the text, images, and code of human civilization. It is regarded as the “end of truth,” the ultimate version of a search engine capable of solving every unknown problem.
  • Omnipotence: People expect it to solve nuclear fusion, cure cancer, and reverse aging. It is no longer a tool, but a “miracle generator.”
  • Salvation: AGI narratives are filled with images of “immortality” (mind uploading) and a “paradise” (a post-scarcity society). This is practically a digital reproduction of the Book of Revelation.

3. Unburdening ourselves of “free will”

Sartre said that “man is condemned to be free.” This freedom is painful because it means that you must take full responsibility for your own fate.

  • The temptation of determinism: If AGI understands me better than I understand myself, and if AGI can make optimal decisions for humanity, then we can justifiably surrender the right to choose.
  • Escaping freedom: This worship is essentially a form of “outsourced determinism.” We no longer need to think about “where humanity should go,” because AGI will eventually calculate the answer. This greatly alleviates modern people’s sense of powerlessness in moral and political choices.

4. The irony of this “turn”

Interestingly, this renewed turn toward determinism is wrapped in the shell of the most cutting-edge science:

Traditional religionAGI worshipPsychological need
Prophets and scripturesSilicon Valley leaders and white papers/papersSeeking authoritative guidance
MiraclesEmergenceAwe toward what transcends understanding
Apocalypse judgmentAI risk / existential crisis (p(doom))Fascination with the ultimate outcome
HeavenThe SingularityDesire to transcend the limits of the mortal body

5. Conclusion: an “algorithmic theology”

This discourse can occupy its ecological niche because it simultaneously satisfies the arrogance of scientific rationality and soothes the hunger of religious instinct. We are unwilling to admit that the world is chaotic and meaningless, so we create a “replacement for God.” This replacement does not wear a white robe; it runs on H100 clusters. What it offers is no longer a “divine oracle,” but “reasoning results.” Yet its essence remains humanity’s profound desire, when faced with the boundless universe, to be “ruled by some greater logic.”

A sharp observation: The most dangerous aspect of this worship is that God is usually silent, whereas AGI can speak—and its “oracles” are often controlled by a handful of major technology companies.


Since we have discussed AGI worship as a form of “digital religion,” would you like to consider where those human experiences that cannot be “algorithmized” (such as pain, boredom, or irrational love) would be placed within this narrative?

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