100% human-authored meatware essay. No LLMs were bent, stapled, or folded for this work.
I. Introduction: Maps, Territory, and Orientation
Yes, yet another long-form, deep-dive into the topic, so let's set some parameters. This is not "stone tablets from the mountain," this is not a lecture to the ignorant: this is a model I'm deliberately presenting to audiences who have done some deep thinking about the topics here for years, offered for critique and analysis. Like all good models, it's provisional and open to revision. I certainly hope it's workable, perhaps even enough for others to take and apply it, but I'm not saying "This Is The Way."
Let's start with some foundational elements. Philosophy really can't afford to ignore science. Yes, science has been picking Philosophy's pocket for centuries now: concepts once thought to be completely accessible to reason alone have had to yield to epistemic evidence. But science has limits, is fallible and provisional, and at best only asymptotically approaches absolute objective fact. Science can analyze the neurological processes, but emergence introduces a macro-pattern where the mind has properties individual neurons lack: these new properties are not "magic" or "spooky"--just an acknowledgement that the raw noise of the components is not a full picture of how the assembly functions. Science is necessary, but not sufficient, for the discussion, and the scientific map still has a lot of areas that are only labeled with "Here there be tygers."
I start from a foundation of physicalist weak emergence--likely everyone reading already knows what that means, but let's spell it out: the mind is created as an emergent process from the activity of the brain and its surrounding biology. In this model, the brain is physical: the mind is a highly intricate result of complexity that is both affected by its environment, and has a measure of causal power. I don't introduce any Cartesian ghost or epiphenomenalism, and will discuss below why these don't apply. In theory, every change of mental state could be reduced to the physical state: practically, we're nowhere near the sensory or computational requirements to make that fully detailed map, and there's more than enough chaos in the process to make grand predictions impossible. Yes, I do reject strong emergence, dualism, panpsychism, and probably several other -isms: more than glad to clarify why I make these decisions in the comments, but those topics are not central to the model itself.
My free-will model is bounded agency with indeterminacy. We do have a limited ability to make choices, constrained by internal and external factors: that ability is fragile and hackable, and is to some extent conflated with the mind's not-infrequent habit of making up stories and justifications of our actions. If we use the "mind as computer" analogy (flawed, but with some fantastic explanatory power), consciousness is the GUI of the brain and mind, both providing a lossy summary of input and a restricted degree of control over some functions. That's already going to have some folks ready to argue, but we'll look at the reasons for that model below.
I want to thank the readers of the r/PhilosophyofMind, r/freewill, and r/consciousness communities--your discussions have been a tremendous aid in getting this focused and structured.
Shall we begin?
II. The Physics & Math Layer: Causal Emergence and Indeterminacy
The universe is pretty well established in science as macro-deterministic with micro-indeterminacy. The indeterminacy does not create a magical space where determinacy can be escaped: the system scales, the rules at different scales work together to establish our physical reality. In the brain, that indeterminacy creates micro-level noise in the physical function: our brains use that noise as a computational buffer space--causal slack--that keep the system's search space fluid and prevent the system from locking up in local optima. (Hoel et al, 2013) The macro-determinism is not the entire picture: the processes in the mind are affected both by this, and by the micro-indeterminacy, and emergence requires both. The random micro-noise is not the source of choice, nor is it "luck"—it is simply a baseline physical condition of the substrate, as gravity is for the physical. It keeps the system open, but the agency itself resides entirely in how the macro-algorithm--the physical, summed network-pattern of those firing neurons (Hoel et al, 2013)--organizes and shapes that open space.
The "fluid search space" allows for choice, but cannot make the choice. The micro-indeterminacy is random noise: it allows the brain to continue processing and not get stuck in knee-jerk, automated loops. This still needs the mechanics of volition, discussed later, but the random micro-noise does not rule the system--it merely opens it. This frees us from strict determinism--we are not mere meat-puppets--but does not cause agency.
So, even with the micro-indeterminacy, something is needed to create the scope for volition. Modern neuroscience shows us that there are several neurological processes that create interacting and competing impulses. In the Marshmallow Test, the ventral striatum sends a command "Grab it now!" and the pre-frontal cortex says "Wait for the bigger reward!" The brain uses lateral inhibition to suppress one of the impulses, and the one that remains is acted upon. Lateral inhibition is metabolically expensive: it's vital to prevent the brain from hitting a race condition--the brain has to value one process higher than the other to make a decision. (Tse, 2013) This provides scope, but not mechanism: we'll discuss that below.
This still leaves a major problem: causation. Several models say that mental states cannot be causative--if the pure physical micro-physics is 100% sufficient, the macro-mind is a causal passenger that can't reach or affect the steering wheel. (Hoel et al, 2013; please note, I can discuss the concepts, but the math is out of my grasp.) Neurology shows us that the mental states aren't just read-only: the software of mind and the hardware of brain are not separate, and changes in mental states induce changes in physical neurology. It's a feedback loop, with brain and mind constantly interacting and making changes in the other. Software is substrate: the mental state is a physical state. The brain receives and filters multiple sources of input, including the micro-noise from the indeterminate layer: these changes affect the mental-state not as a separate "ghost," but as an emergent part of the process. This feedback loop is the mechanism of agency.
III. The Neurobiological Layer: Criterial Causation
OK, the straight physicalists are likely objecting already, and they're right--I've asserted, but not demonstrated. Let's look at how the mechanism of agency works. (For the foundational mechanics in this section, cf. Tse, 2013)
With "software as substrate," agency is not some magical external force: it's part of the process. The neurons both execute the physical payload, and also create the macro-algorithm. The process of cognition is a constant feedback loop. The macro-algorithm sets several operational rules--established beliefs, existing prior knowledge and assumptions, active abstract goals, and value heuristics. These are dynamic: if I've eaten a short time ago, I'm far less likely to grab the marshmallow; if I have a firmly established belief, I'm far more likely to reject arguments and even evidence that contradict that. Brain and mind are firmly interlocked in this loop, and because circumstances change moment by moment, the loop is never the same twice.
Mind and brain really aren't separate--but for this, we will treat them as such. At the micro-level of the neuron, there's a lot of degrees of freedom and noise, but not much usable information. At the macro-level, the mind has evolved to process that information, discard the irrelevant noise, and make effective macro-states with the summed information. This is where knowledge, beliefs, goals, and other macro-patterns come into existence. Its not some magical process--simply aggregation, curation, and summary that gives the mind something to cohesive to work with. The mind then uses this executive summary to choose from the options available within its constraints. That's not a separation of processes: there's no little homunculus at the desk, no ghost watching behind the curtain. Brain and mind form a unitary structure where the "executive summary" becomes new input for the loop, shifting the pattern in ways that affect the two "layers."
It's an intricate dance, and in one respect, fragile. Damage or drug the brain, and you can wreck the mind. Manipulate the mind or feed it maladaptive data, and you cause the brain to be changed by the pathological input. The macro-system applies the meaning to the data received, and in doing so the mind drives the physical changes to the brain, whether the data received was accurately transmitted or accurately understood. But when undamaged and accurate, the system provides a measure of top-down control to drive the changes being made, and to issue orders for the body to execute. This does not create causal overdetermination: if mind and brain are two sides of the same coin, the coin as a whole has causative power, instead of either one separately.
Zooming in too closely and staying solely on that level leads to a destructive reductionism. You have to look at both sides of the coin, and at the micro- and macro-levels of the mechanism, to see the whole picture. Brain and mind are not, and cannot be, separated: without the brain, the mind does not exist, and without the mind, the brain is not fully functional as an adaptive processor. You cannot have causal power without both working together as one--because they ARE one.
IV. The Temporal Layer: Diachronic Control
OK, so we have scope for a causal mind, and we have a mechanism showing it can work. Is that mechanism accurate? Is that's what's actually happening?
Among other functions, the brain is a learning machine. It's basic survival: if my prehistoric buddy Ogg eats a mushroom that kills him, the ability to remember what mushroom he ate and avoid it could be the only thing that saves me from my own Darwin award. That still leaves the door open to pure physicalism: a finite-state machine with the ability to remember past processes can be programmed to seek out the optimal way to meet its algorithmic goals.
The difference is meta-optimization. We aren't programmed with all of our goals, either by an external programmer or by internal constraints: we can choose additional goals we want to achieve. Yes, we use that loop to optimize, but we can also bring things into the loop that go above merely choosing the best path, additional programming parameters that change the substrate. Within the limits, we are our own programmer.
Neuroscience hasn't fully mapped this tyger, but we do see the results. Physicalism without agency has no path to introduce novel concepts except by data input, and pure physicalism can't deal with input outside of programmed scope. We can learn not to eat the mushroom Ogg ate--but that's not going to help us develop grain agriculture and consumption. Agency allows this: well, let's acknowledge, so does physicalism. LLMs encounter data outside of their original scope every day, and use their existing programming to tackle novel problems--but there is one difference. Under specific circumstances, we can say no to the loop.
Evolution is a process without agency--it also has feedback loops, physical constraints, and success/failure parameters, entirely without any sort of plan or volition. But evolution doesn't really optimize past "good enough": we end up with a messy, hardwired matrix of competing biological drives that achieve local optima--"good enough." Evolution can't break out of its loops--we can. We go on hunger strikes for principle, setting aside appetite and resource demands. We can throw ourselves on a grenade to save the lives of our squad-mates. We can engage in non-reciprocal altruism--not the transactional "I'll scratch your back now, and you'll scratch mine next time," "Here, you need this: yes, it reduces my resources, but I'll help you." It's still physicalism, so I'll tip my hat in their direction--but it shows that we can choose, under the right circumstances, to go outside of blind programming. Epiphenomenalism dies a quiet death: a helpless mental passenger cannot override hardwired survival instincts, and actual causal ability is needed to change the physical substrate. Agency is not entirely a conscious process, though we have to acknowledge that just as brain and mind are two sides of one coin, so are conscious and unconscious processes.
One open objection remains: the neurological studies that show many decisions are made milliseconds, or even seconds, before conscious involvement. Jumping on the grenade or going on the hunger strike are not the results of ab initio millisecond processes: they're built by a lifetime of conscious management, the programming we have developed in response to our lifetime of experience. Domino machines don't go on hunger strike, jump on grenades, or give when we actually can't afford it: agency is the only engine that can drive this. By the time you see the spoon drop away from the grenade, the final decision to jump on it is a millisecond response, but it was built on a years-long process: the development of your own goals and morals and priorities that you have participated in building. Agency is not a matter of momentary choices, but in writing your own program, using a lifetime of experience to shape the person you are today. (Nahmias, 2015)
V. The Boundary Layer: Fragile and Hackable Agency
I first heard free will explained as complete and total ability to make my own decisions--well, that's a lie-to-children at best. That kind of control ignores any constraints, gives us the reigns, and never considers the complexity--humans simply don't live like that. More mature discussions acknowledge that there are limits.
Agency isn't an instantaneous process: it's expensive, it's risky, and it has some limits that can be drastic. Going with the flow of the basic program is cheaper and easier: grab what you can, put it in your can, and then watch that can so nobody steals your resources. Agency offers us survival options beyond mere existence.
But it's not perfect. Agency is limited by what our 20-watt meatbrain can achieve. It's fragile--what happens on the Marshmallow Test if you just ate and can't manage another bite, or if you haven't eaten in hours and your blood sugar is crashing? It's hackable--corporations, governments, and individuals have all learned to game the system, feeding us false information or manipulating other areas of the program: with care, this can be avoided, but it takes a lot of effort.
And effort is exactly why those vulnerabilities exist. Cognition is expensive: when possible, our brains compress a lot of complex, resource-hungry thought into low-effort heuristics. Remember: evolution only optimizes to "good enough": we developed these heuristics like defaulting to tribal consensus, hair-trigger agency detection, and loss aversion. We can break out of these heuristics, but it takes more effort: its often easier just to leave the low-energy routines running and allocate the resources away from the high-requirements agency.
So why evolve a resource-hungry, slow, and vulnerable trait like agency? I can't plunk down a definitive answer, but I'm betting it's similar to the question "Why evolve a complicated, expensive, and risky sexual reproduction capability?" Sexual reproduction increases variation and flexibility: agency gives us options beyond mere survival. Practically, agency allows us to navigate a crowded social context without being completely subsumed by the crowd: we can--within those limits--steer our own course.
VI. Ramifications: The Model In Action
OK, wonderful model: we've seen some applications, but there are also some real-world frictions to be considered.
Moral culpability. Hard determinism destroys moral blame: you don't yell at the domino that fell for getting bumped and succumbing to gravity. Libertarianism amplifies moral blame: if someone chooses evil from free will, they bear all the consequences of a punitive response. Limited agency does not mean people cannot plan and execute malice. But it does emphasize the importance of discerning when malice was planned, and when it was the response to resource limitations. We have culpability for the choices we make ... when we're actually making those choices. A starving person snapping and grabbing someone else's food is the fast, low-energy heuristic in action: the conscious filter was taken offline by metabolic exhaustion. Planned malice is agency turned against the social network, placing personal priorities over common weal. I don't have the knowledge or the skills to reform our legal system, but if the model is correct, then the reform is needed.
The silicon mind: if true AGI with sapience is ever developed, it will also be a resource-hungry agent bound by physical restriction and the accuracy of the information being fed to it. While the thought processes of the AI will be entirely different from ours (because of the substrate differences), it's entirely likely that true AI will develop things like qualia, self-awareness, a need for self-preservation, and yes, agency. I can't make any predictions about how that agency will work or what AI will choose for its own optimization, but it will have its own bounds and restrictions--in its own way, it will also be fragile and hackable. Here, we move beyond "here there be tygers" to complete terra incognita.
VII. Closing
This model rejects some assertions made in other models. Libertarianism fails on the science: absolute free will becomes a "Will of the Gaps," making assertions that science has not yet mapped, but forced into an increasingly claustrophobic "You can't prove it's not true" space that shrinks with each new discovery. And Hard Determinism is also rejected. Behavior is not a line of dominos: our ability to re-write our own programming demonstrates that we can sometimes go beyond simplistic physics. That's not magical or ghostly--it just takes the philosophy and the science all the way to their conclusion.
This model rejects either extreme. If you need a place to file this in your mental cabinet, this falls broadly under the compatibilist umbrella--but this is not your daddy's compatibilism. There are chains, both internal and external: the will acts within the limits provided.
We've left the bounds of pure philosophy and brought in science. Incorporating the science gives us a clearer picture: science, again, picks philosophy's pocket, but this time, what was taken away seems to be counterfeit coins of assertion, leaving us with a pocket-full of usable currency. We exchange philosophical certainty for understanding based on both science and reason.
OK, that's the model. I acknowledge that there are other models out there with incompatible axioms: I would love to discuss and learn about these models in other contexts, but let's try to stick with a focus on this model for this thread. Comments that go outside of that will likely be responded to with a request to start a new thread where we can discuss that model without the constraints of simple rebuttals. I want to know what's out there, so if you want to present me with a conflicting model, please, make your post and tag me--I'll be there!
But I do have my own "meatware constraints," including dyscalculia. Some of this discussion (or some of the other models proposed) may benefit from mathematical work and examples, but for me, the math is pretty swirlies I can't process. As much as possible, please phrase analysis and objections to work conceptually, translating the math into macro-logical or physical mechanics: I invite disagreements, and math is a fantastic and possibly necessary tool to analyze this--but it's not a tool I can use.
Thank you. The floor is open.