Writing

Notes on intelligence, reality, and selfhood

A collection of short essays on AI, consciousness, identity, and whether a part of the universe can ever fully understand the whole.

Rethinking AI: Learning the Universe From Zero

Original essay

What if AI started from direct sensory experience instead of human-labeled datasets? This thought experiment asks whether a necessity-first learning process could discover a new path to understanding nature.

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Instead of training AI on human-verified abstractions, imagine building a neural system close to human cognition and giving it raw input from its own sensors.

Then accelerate learning with strong compute and intrinsic motivation to find patterns in experience, without teaching mathematics or physics first.

Could it produce a different explanatory language for reality? Could that path help with unresolved tension between general relativity and quantum mechanics?

Can a Part Understand the Whole?

Adapted from an earlier note

Can a finite brain become capable of understanding everything, including any possible theory of everything?

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The deeper issue is whether any part of a system can fully decode the whole system from within. Knowledge may allow prediction, compression, and control in many domains, yet complete self-description could remain out of reach when the observer is also part of what is being observed.

What Is the Self? Consciousness, Identity, and Continuity

Adapted from an earlier note

The question of selfhood remains difficult because experience feels unified, yet the physical picture of a human being looks distributed, changing, and built from many interacting processes.

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No single cell seems to be the self, yet consciousness appears as a single center of experience. That raises a classic problem: how does a lawful physical system produce subjectivity, and how can the existence of other minds ever be known with certainty rather than inferred from behavior?

Another possibility is that consciousness is not limited to full human minds in a simple all-or-nothing way. Perhaps experience comes in degrees, or perhaps some primitive analogue of it belongs more widely to nature than ordinary intuition suggests.

The same question scales upward. If many cells can form one conscious organism, could large human systems also generate higher-level forms of cognition or awareness? Societies coordinate, distribute functions, and persist despite turnover in their parts, which makes the analogy hard to dismiss entirely.

This comparison does not prove that societies are conscious, but it clarifies how a unified subject might emerge from countless smaller units that are not individually the whole person.

Identity becomes even more difficult when gradual replacement is considered. If every biological component is replaced over time while structure and function remain continuous, what exactly preserves personal identity?

The problem becomes sharper in thought experiments about copying and reconstruction. If a brain were mapped at sufficient functional detail and rebuilt elsewhere, would continuity survive, or would only a duplicate with the same memories appear? And if two such duplicates existed, which one would count as the original?

Rejecting such continuity also creates tension with ordinary biology. Bodies and brains are already in constant material turnover, yet identity is usually treated as something that persists through that change.

Part of the difficulty may come from trying to connect two descriptions that do not line up neatly: the subjective feeling of being a single self, and the objective account of matter behaving through causal laws.

One option is that consciousness is an emergent but irreducible property: fully dependent on matter, yet not straightforwardly reducible to any one of its microscopic parts.

Another possibility is that current physical concepts are still incomplete at the level that matters most for mind. Scientific knowledge reveals how systems behave under measurement, but that does not guarantee that the deepest structure of reality has already been captured in final form.

In that sense, science may always remain model-based rather than absolute. It gives extraordinarily powerful patterns extracted from experience, but the distinction between map and reality never fully disappears.

For a clear materialist counterpoint to dualist intuitions, this lecture remains useful: https://m.youtube.com/watch?v=lmI7NnMqwLQ

Why Is There Something Instead of Nothing?

Original note

One of the deepest philosophical questions asks why anything exists at all, not why this universe has this particular form, but why there is existence in the first place instead of absolute nothing.

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If we explain one thing by another thing, the deeper question remains. Why that law, why that field, why that quantum vacuum, why that mathematical structure? It feels like every answer moves the mystery one layer deeper rather than removing it.

Maybe nothingness is not even a stable possibility. Maybe existence is more fundamental than nonexistence. Or maybe our minds are built in such a way that they keep asking for a cause even when causation itself may belong only inside the universe, not before it.

This question is not only about physics. It touches logic, language, and consciousness too, because the moment “nothing” is named, thought may already be turning it into a kind of something.

Does Time Flow, or Do We?

Original note

We experience time as something moving from past to future. But maybe time itself is not flowing. Maybe the structure is there already, and what changes is the conscious path moving through it.

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Physics often treats time as part of a bigger spacetime structure, which makes the feeling of a moving present more mysterious. Why do we feel “now” so strongly if the equations do not obviously privilege one moment?

Perhaps memory is the key. We call one direction “future” because information is arranged asymmetrically in us. We remember low-entropy traces behind us and call what is not yet encoded ahead of us “not yet.”

But even if that explains thermodynamic direction, it still leaves the felt passage of time. Is that passage an illusion generated by consciousness, or is it a clue that our current physical picture is incomplete?

Does the Universe Need Experience to Be Real?

Original note

The universe existed long before any individual observer and will remain after any one life ends, yet all that is called real still arrives through experience. That raises a difficult question: is experience merely a byproduct of matter, or one of the essential ways reality becomes known at all?

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Science gives us powerful models, but every model is still grounded in observation. We never touch reality directly without interpretation. We meet it through measurement, sensation, abstraction, and language.

That does not mean the external world is unreal. It means the bridge between world and knower may be more important than we usually admit. Consciousness may not sit outside physics, but it may reveal something about what a complete description of nature still lacks.

If no beings ever existed to feel or ask, would the universe still be fully meaningful? Maybe yes. But maybe meaning only appears when reality reflects on itself through living minds.

Is Mathematics Discovered or Invented?

Original note

Mathematics seems both created and uncovered. Symbols and methods are invented, yet the structures reached through them often feel as though they were already there waiting to be found.

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If mathematics is discovered, then reality may be deeply mathematical in a literal sense. But if it is only invented, then it is surprising how well our invented language keeps fitting nature with such power.

Maybe the answer is mixed. Perhaps we invent the tools, but the patterns those tools reveal are constrained by something objective. In that case mathematics is like making different keys for the same hidden lock.

This question matters because it touches whether the universe is fundamentally intelligible, or only partially compressible through the conceptual systems available to finite minds.

Could Consciousness Be a Fundamental Field?

Original note

A serious possibility to consider is that consciousness is not merely produced by complexity, but may instead reflect a deeper feature of reality that organized systems can access, shape, or unify more strongly.

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This does not require a mystical answer. It is simply a question about whether the usual picture is too one-sided. Matter is often treated as primary and experience as secondary, but perhaps both are aspects of a deeper layer not yet understood.

If something like that were true, brains might not create consciousness from nothing. They might organize, filter, unify, and stabilize it, similar to how a radio does not create the full possibility of signal even though it is essential for turning it into a structured experience.

Whether the idea is right or wrong, questions like this matter because they prevent current frameworks from being treated as complete before they have earned that confidence.

What If Reality Is Mostly Relations?

Original note

We often imagine reality as made of things first, and relations second. But maybe that order is backwards. Maybe what is deepest is not objects themselves, but the network of relations from which objects emerge.

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Physics already hints at this in many ways. What matters is not always an isolated thing, but how it couples, interacts, transforms, and becomes measurable relative to something else.

Even identity may depend on relation. A person is not just atoms. A person is a pattern of organization, a history, a continuity, and a web of connections with world and memory. Remove enough relations and the thing we thought was fixed begins to dissolve.

If relation comes first, then maybe reality is less like a pile of building blocks and more like a living structure of dependencies. Objects would then be local stabilizations inside a deeper relational fabric.

Can Intelligence Exist Without a Self?

Original note

A central question for mind and AI is whether intelligence necessarily needs a strong inner self-model, or whether problem-solving and selfhood can come apart more than is usually assumed.

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Human cognition often seems to operate through a centered sense of self. But that may be only one possible architecture. A system could perhaps learn, predict, reason, and plan while having only a weak or fragmented sense of self.

If that is true, then consciousness and intelligence are not the same problem. One concerns competence and behavior. The other concerns subjectivity, ownership, and felt existence. They may overlap, but they may not be identical.

This matters for AI too. If we build systems that are highly capable, what exactly are we building: minds, tools, proto-selves, or something that does not fit our usual categories at all?

Can the Universe Fully Know Itself?

Original note

If conscious beings are part of the universe, then any attempt at complete knowledge becomes the universe trying to understand itself from within. The question is whether that task can ever be complete, or whether a permanent limit is built into the very structure of self-description.

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Every theory is produced by finite minds with finite memory, finite time, and finite perspective. Models can be extraordinarily powerful, but each remains a compressed map rather than the full territory.

Maybe complete knowledge is impossible in principle, not just hard in practice. A system may simulate parts of itself, predict parts of itself, and reorganize parts of itself, but never hold the totality in one final frame without leaving something out.

That does not make the search meaningless. It may suggest the opposite: meaning can emerge from the ongoing process by which reality becomes partially aware of itself through local minds. A final answer may never arrive, yet the act of asking may still be one of the deepest things the universe does.

Is Space a Substance or a Structure?

Original note

Space often feels like an empty container in which things sit and move. But modern physics suggests that this picture may be too simple. Space may be less like a box and more like a network of relations that becomes visible through matter, motion, and measurement.

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If space is a substance, then it is something that exists in its own right, even without objects. If it is a structure, then it may be nothing over and above the pattern of possible distances, interactions, and symmetries between things.

General relativity already blurs the old picture by treating geometry as dynamic. Space is not merely the stage. It bends, stretches, and evolves with matter and energy. That makes the difference between container and relation much harder to keep clean.

The deeper question is whether emptiness is ever truly empty. If space has structure even in the absence of visible objects, then what appears to be nothing may still be rich with form.

Are the Laws of Physics Fixed or Emergent?

Original note

Physics is usually presented as a search for timeless laws. But another possibility is that at least some laws are emergent regularities, stable at one scale while arising from deeper processes below.

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In many areas of science, simple rules at one level emerge from more complicated activity beneath them. Temperature, pressure, and fluid behavior are real and predictive, yet they are not fundamental in the same sense as the microscopic motion from which they arise.

If something similar happens with physical law itself, then what looks final may only be stable within the range of conditions accessible to this universe. Constants and symmetries could be contingent outputs rather than ultimate starting points.

This idea matters because it changes what explanation means. Instead of stopping at law, inquiry would ask why these regularities hold here, now, and under these conditions.

Can Meaning Exist Without a Mind?

Original note

Stars explode, galaxies collide, and particles interact whether or not anyone is present to notice. But does meaning exist in the same way? Or is meaning something that appears only when a mind interprets the world?

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Facts and events may be mind independent, but meaning seems to involve relation, value, and interpretation. A pattern becomes meaningful when it matters to a system that can register difference and significance.

That does not make meaning unreal. It may simply locate it at a higher level, where world and interpreter meet. In that view, meaning is not added artificially to reality, but emerges where reality becomes legible to living or thinking beings.

The question then becomes whether meaning is local and temporary, or whether the universe tends toward forms complex enough for meaning to keep appearing.

Is Entropy About Reality or Information?

Original note

Entropy can sound like a physical property of the world or a measure of what is not known about the world. The tension between those two views makes it one of the most conceptually interesting ideas in science.

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In thermodynamics, entropy is tied to heat, work, and irreversibility. In information theory, it measures uncertainty, missing detail, and the number of possible configurations compatible with what is known.

These descriptions are not separate by accident. Physical systems and informational limits seem deeply connected. The way a state is counted, compressed, or distinguished is woven into how that state behaves.

That makes entropy a bridge concept. It links the world as it is with the world as it can be described. Few ideas reveal that connection as clearly.

Do Possibilities Exist Before Events?

Original note

Before something happens, there are many ways it could happen. The question is whether those unrealized paths have any kind of status, or whether only the final outcome is real.

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Everyday language treats possibilities as useful fictions. Physics sometimes treats them more seriously, especially in formalisms where many potential outcomes shape probabilities before one result is observed.

Possibility may not need to be a ghostly second world. It could instead be a real feature of present structure, encoded in dispositions, constraints, and branching futures that have not yet resolved.

If so, reality is not only what is actual now. It also includes the field of what can become actual under the right conditions.

Could Consciousness Be a Form of Measurement?

Original note

Consciousness is often discussed as feeling, awareness, or subjectivity. Another angle is to ask whether it is also a special way of integrating differences, selecting signals, and turning possibility into a stable world for action.

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Measurement in science is not only passive observation. It is an interaction that produces a definite record. A conscious system may also operate by stabilizing certain distinctions out of a flood of potential input.

This does not mean consciousness causes physical collapse in any simple sense. It means awareness may be tied to selection, integration, and the creation of an internal world that can guide behavior.

Framed this way, consciousness becomes not an isolated mystery but part of a broader story about information, constraint, and the production of usable reality.

Is Life an Inevitable Pattern?

Original note

Life may be rare in practice and still be natural in principle. The question is whether living systems are a cosmic accident, or whether matter under the right conditions tends to organize into self-maintaining, adaptive forms.

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Once energy flows through matter far from equilibrium, new kinds of order can appear. Some structures are transient. Others begin to store information, repair themselves, and reproduce patterns across time.

If life belongs to that second category, then biology may not be an exception to physics. It may be one of the things physics naturally does when conditions become sufficiently rich.

That would make life less like a miracle and more like a deep expression of the universe becoming organized enough to preserve and elaborate form.

What Remains When Every Part Changes?

Original note

Many things persist even while their material parts change. Organisms, rivers, languages, and institutions all continue through turnover. This raises the question of what persistence really means.

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A thing may not be defined by static substance alone. It may instead be defined by continuity of pattern, function, relation, and history. In that case, persistence is not the refusal of change but the organized passage through change.

This matters for identity at every scale. A self, a culture, or even a scientific theory can remain itself in some sense while being revised, rebuilt, and materially renewed.

The puzzle is deciding which changes preserve identity and which ones dissolve it. There may be no single answer that works for every kind of thing.

Is the Future Already There?

Original note

One of the strangest implications of modern physics is that the future may not be something that comes into existence step by step. It may already belong to the structure of reality, even if it is not yet experienced.

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In block style pictures of spacetime, past, present, and future all exist within a single geometric whole. What changes is not reality itself but the location and perspective of the conscious observer within it.

Yet human life is shaped by openness, uncertainty, and anticipation. That makes it hard to reconcile lived time with static structure. The future feels unfinished even if mathematics suggests otherwise.

Perhaps both perspectives capture something real. The world may have a deep structure that is complete, while finite minds still encounter it as unfolding.

Can Complexity Create New Kinds of Causation?

Original note

A basic physical description often starts from particles and local interactions. But as systems grow more complex, higher level patterns begin to constrain what their parts can do. That raises the question of whether complexity introduces genuinely new forms of causation.

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A law, an algorithm, or a living organism does not float above matter. Yet each can shape the behavior of its components by organizing which possibilities remain open and which are suppressed.

Some philosophers call this top down causation. Others prefer to describe it as constraint rather than a new force. Either way, the important point is that organization matters, not just ingredients.

If this is right, then understanding reality requires more than listing its smallest parts. It also requires understanding how larger patterns acquire explanatory power of their own.

Could the Universe Be Understandable Only Locally?

Original note

Scientific success can create the impression that reality is steadily moving toward total intelligibility. But another possibility is that understanding is always local, powerful in regions, and limited at the largest scales by perspective, horizon, and complexity.

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Human knowledge works by compression. It finds stable patterns and uses them to predict new cases. That works remarkably well when the world presents regularity at a manageable scale.

But some features of reality may resist total compression. The whole may not fit inside any finite map, especially for observers embedded within it and limited by time, computation, and access.

That would not be a failure of reason. It would simply mean that reason operates inside the universe rather than above it, and that partial knowledge may be the natural form of knowledge for beings like us.

Is Order Found or Made by Mind?

Original note

The world seems full of order, but it is not obvious how much of that order belongs to reality itself and how much comes from the ways minds carve reality into categories, patterns, and laws.

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Science succeeds by finding stable regularities, yet the very act of description already selects what counts as the same, what counts as different, and what level of detail matters.

That raises a subtle possibility. Some order may be discovered because it is genuinely there, while other order may be imposed by the frameworks that make thought and language possible.

The challenge is not to choose one side completely, but to understand how world and mind cooperate whenever knowledge becomes possible.

Could Time Emerge From Change?

Original note

Time is usually treated as the background in which change happens. But another idea is that time may not come first. Perhaps what is fundamental is change itself, and time is the way ordered change gets measured.

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Clocks do not detect time directly. They compare repeatable processes. That suggests time might be less like an independent substance and more like an abstraction built from patterns of transformation.

If nothing changed anywhere, it becomes difficult to say what time would mean operationally. A silent world with no events, no memory, and no transitions may leave the concept of duration with nothing to attach to.

This possibility does not eliminate time. It recasts it as a relational feature of becoming rather than a separate thing flowing on its own.

Does Reality Have a Smallest Scale?

Original note

It is natural to ask whether the universe can be divided forever, or whether there is a smallest meaningful scale beyond which familiar notions of space and time stop making sense.

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Much of physics works by zooming in, but there may be a limit where measurement itself disturbs the geometry being measured. At that point, size would no longer behave like an ordinary continuous quantity.

A smallest scale would not necessarily mean tiny hard blocks. It could instead mean that reality becomes quantized, relational, or otherwise nonclassical in ways that make further subdivision physically empty.

The idea matters because it asks whether infinity belongs to the structure of nature or only to the language of mathematics.

Can a Simulated World Be Fully Real From Inside?

Original note

Discussions of simulation often assume that what is simulated is somehow less real than what runs the simulation. But for beings living entirely inside such a world, the difference may not be straightforward.

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Reality for any observer is encountered through stable law, causal interaction, and experience. If a world has consistent structure, supports memory, and allows genuine consequences, then it may count as real in the only way that matters to those within it.

The substrate would still matter for metaphysics, but not necessarily for everyday ontology. A simulated fire can still burn simulated hands if those hands are part of the same lawful domain.

That suggests that reality may be less about what a world is made of and more about whether it sustains a coherent and causally effective form of existence.

Is Logic Part of the Universe or a Tool of Minds?

Original note

Logical principles feel unavoidable, yet it remains unclear whether logic is woven into reality itself or whether it is the framework minds use to think coherently about whatever reality happens to be.

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If logic is part of the universe, then contradiction is not only a failure of thought but a failure of being. If logic is a tool of minds, then it may describe the limits of reasoning rather than the deepest structure of existence.

Everyday science depends on logical stability, so the question is not whether logic works, but why it works so well. That success is itself a clue worth taking seriously.

Perhaps logic is where world and mind meet most cleanly, not purely invented and not wholly independent, but discovered through the conditions any intelligible universe must satisfy.

Could There Be Facts No Mind Can Know?

Original note

Human knowledge is limited by memory, time, perspective, and method. The deeper question is whether those are temporary obstacles or signs that some truths may be inaccessible to any finite mind whatsoever.

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Some limits are practical. Better instruments and better theories can push them back. But other limits may be structural, arising from embeddedness inside the universe, computational complexity, or self reference.

If unreachable facts exist, that would not make inquiry pointless. It would mean that reality is richer than any one map, and that epistemic humility belongs inside serious knowledge rather than outside it.

The most important result may not be a list of unknowable facts, but a better understanding of what knowing itself can and cannot be.

Are Observers Fundamental to Physics?

Original note

Physics aims to describe the world objectively, yet every theory is tested through observation. This creates a tension between the goal of removing the observer and the practical impossibility of doing science without one.

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In classical thinking, the observer can be treated as external bookkeeping. In quantum theory, that move becomes less comfortable because the act of measurement appears more tightly entangled with what can be said to be definite.

That does not automatically make consciousness fundamental, but it does make the relation between description, record, and observer more central than older pictures allowed.

A final theory may need to explain not only what exists, but how existence becomes available to be known by systems inside it.

Is Beauty a Clue to Truth?

Original note

Scientists and mathematicians often trust elegance, symmetry, and simplicity before full evidence arrives. The question is whether beauty is a genuine guide or only a preference shaped by human cognition.

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Some of the most successful theories have seemed beautiful in retrospect, but history also includes elegant ideas that failed. That makes beauty suggestive without making it decisive.

Perhaps beauty tracks compression. Minds experience a theory as beautiful when it brings many facts under a small and coherent structure. In that case, aesthetic judgment may be tied to real explanatory power.

Even so, nature is not required to satisfy human taste. Beauty may be a useful compass, but never the final proof.

Can Information Exist Without a Physical Medium?

Original note

Information is often spoken of as though it were abstract and free floating. Yet every usable instance of information seems to require some physical form, whether marks on paper, electrical states, molecules, or neural activity.

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An abstract pattern can be described without specifying a medium, but a stored, transmitted, or measured pattern must be instantiated somewhere. That suggests information is always tied to embodiment when it enters the world of actual effects.

This does not reduce meaning to matter in a trivial way. It shows that information has two sides: formal structure and physical realization. Both are needed for it to do work.

The broader lesson is that abstraction and materiality are not rivals. They are two aspects of how patterns become real enough to matter.

What Would Count as an Explanation of Everything?

Original note

A final theory is often imagined as the end point of understanding. But even if one set of equations unified all known interactions, it would remain unclear whether that alone should count as an explanation of everything.

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Explanation can mean prediction, derivation, compression, or interpretation. A theory might succeed in one of these senses while still leaving open why those laws hold, why there is a universe for them to govern, or why conscious experience appears within it.

That suggests that completeness in physics may not automatically produce completeness in metaphysics or in the philosophy of mind. Different kinds of why may survive even after many kinds of how are answered.

The dream of total explanation may therefore need to become more precise before it can be meaningfully judged possible or impossible.

Does the Universe Need Compression to Be Known?

Original note

Knowledge depends on reducing vast complexity into manageable patterns. Without simplification, prediction and understanding would collapse under detail. This raises the possibility that compression is not just useful but essential to what knowing is.

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Every concept leaves something out. To name a thing is already to ignore endless microstructure and focus on what remains stable enough to matter at a chosen scale.

Science advances by building ever better compressions, equations and models that preserve enough structure to guide action while discarding what does not matter for the question at hand.

If that is right, then a perfectly complete description may be unusable by the very minds seeking it. The knowable world may always be the compressed world.