Latest / Logosofia no Dia a Dia / Flowcharts vs Soup: Two Ways Brains Solve Problems
Transcript
- [Prompt] custom: I've noticed that my brain seems to organize problems as dependency chains. I naturally want to iden | Hosts: corn, herman [Response] Corn: Daniel sent us this one. He says his brain organizes problems as dependency chains. He finds the first bottleneck, solves it completely, and only then moves on. If he's forced to skip around or work around unresolved blockers, his stress spikes and his effectiveness tanks. Meanwhile, he watches other people happily juggling half-finished pieces across ten different problems and wonders: is there a name for this difference, why does it happen, and how do these two types of brain work together without driving each other up the wall? Herman: This is one of those questions where the moment you hear it, you realize how much it explains about every frustrating collaboration you've ever had. And the answer isn't just a personality quirk. It's a genuine difference in cognitive architecture. Corn: What do we call it? Because I've heard linear thinking, systematic thinking, analytical thinking thrown around, but none of those quite capture what Daniel's describing. Herman: In cognitive psychology, the closest formal distinction is sequential versus parallel processing in problem-solving. But here's the thing that surprised me when I dug into the literature: this is almost never studied as a stable individual difference. The research on sequential versus parallel processing mostly looks at task-level strategies that people can switch between depending on the context. What Daniel's describing is more like a cognitive default, a trait-level preference that shows up across domains. Corn: The science hasn't quite caught up to the lived experience. Herman: Not with a clean label, no. But we can triangulate it from several different research traditions. The best way to think about it is this: sequential thinkers treat problems as what computer scientists would call a directed acyclic graph. Every node has dependencies, and you cannot traverse an edge until the upstream node is fully resolved. Parallel thinkers treat problems more like a simmering soup. You throw ingredients in as they become available, stir occasionally, and the whole thing thickens over time. Corn: I like that. The soup versus the flowchart. And Daniel's question is really: why does his brain insist on the flowchart even when the soup would be faster? Herman: That's exactly the puzzle. And to answer it, we need to look at three mechanisms: working memory, attentional control, and the dopamine reward system. Let's start with working memory. Corn: Go for it. Herman: Most adults can hold between three and five chunks of information in working memory at any given moment. That's the famous limit from George Miller's work, refined over decades. Now, an unresolved dependency is a chunk. If you're trying to solve problem A but you know it depends on problem B which depends on problem C, you're holding multiple unresolved nodes in your head simultaneously. For a sequential thinker, each unresolved dependency consumes cognitive load like an open browser tab. It's not just sitting there passively. It's actively demanding attention. Corn: Solving the bottleneck first isn't stubbornness. It's memory management. Herman: It's a strategy for staying within the working memory budget. If you resolve the blocker, you free up that chunk and can fully allocate your cognitive resources to the next node. A parallel thinker either has higher working memory capacity or, more likely, a different strategy for managing the load. They chunk the unresolved problems into a kind of holding queue, tag them as pending, and trust that they'll revisit them when the time is right. Corn: That explains the stress Daniel described. If your working memory is screaming at you that there are loose ends everywhere, of course your cortisol goes up. Herman: That brings us to the second mechanism: attentional control and something called the explore-exploit tradeoff. This is mediated by the locus coeruleus-norepinephrine system in the brainstem. It's basically the brain's dial for how focused versus how exploratory your attention is at any given moment. When you're in exploit mode, you're locked onto one path, going deep, tuning out distractions. When you're in explore mode, you're scanning broadly, sampling lots of inputs, staying open to new possibilities. Corn: Sequential thinkers are defaulting to exploit. Herman: Heavily exploit-dominant. And parallel thinkers are more comfortable toggling between explore and exploit, or spending more time in explore mode. The locus coeruleus fires in two distinct patterns: phasic firing produces focused attention on a specific task, while tonic firing produces a broader, more scanning mode of awareness. Some people's baseline tonic activity is just higher. They're natural scanners. Corn: Which makes them look scattered to the sequential thinker, and makes the sequential thinker look rigid to them. Herman: And neither impression is accurate. They're just running different attentional firmware. The sequential thinker's deep focus is genuinely powerful for certain kinds of problems. Debugging a complex system, for instance, where you need to trace a causal chain from symptom to root cause without getting distracted by every other anomaly you notice along the way. Corn: That's the third mechanism you mentioned. Herman: And this is where it gets really interesting. Dopamine isn't just about pleasure. It's about motivation, anticipation, and the reward we feel from making progress toward a goal. Sequential thinkers seem to get a stronger dopamine hit from closure. From finishing something. The task-completion event is highly salient. Parallel thinkers get more reward from novelty, from making partial progress across multiple fronts, from the act of sampling and exploring. Corn: It's not just that Daniel's brain wants to finish A before B. It's that finishing A actually feels better to him than starting B, C, and D simultaneously would. Herman: That's the hypothesis. And it aligns with a well-studied personality trait called need for closure. This comes out of the Big Five framework, sitting at the intersection of conscientiousness and openness. People high in need for closure want clear answers, structured order, and decisive resolution. They find ambiguity aversive. People low in need for closure are comfortable with open questions, unresolved tensions, and provisional conclusions. Corn: Daniel's brain treats an unresolved bottleneck the way most brains treat a fire alarm. Herman: That's not a metaphor. There's research suggesting that for sequential thinkers, unresolved dependencies trigger an amygdala-mediated threat response. The brain encodes incomplete tasks as unfinished survival-relevant business. It's not just annoying. It's registered as something that needs to be resolved for safety. Parallel thinkers encode unresolved problems differently. They're tagged as pending opportunities rather than active threats. Corn: That's a profound difference. One person's exciting open question is another person's low-grade panic attack. Herman: Neither of them is wrong. The sequential thinker's threat response is actually adaptive in environments where incomplete work has cascading consequences. If you're an air traffic controller, you really do need to resolve each aircraft's trajectory before moving to the next. The parallel thinker's comfort with ambiguity is adaptive in uncertain environments where you can't resolve everything in order because the order keeps changing. Corn: Where do neurotypes fit into this? Daniel specifically asked about ADHD and autism. Herman: The autism connection is the more straightforward one. Simon Baron-Cohen's systemizing theory proposes that autistic brains have a strong drive to analyze systems in terms of input-operation-output chains. That's fundamentally sequential dependency analysis. You identify the rules, you trace the causal links, and you process them in order. There's also a well-documented preference for predictability and a low tolerance for ambiguity in autism, which maps directly onto high need for closure and sequential problem-solving. Corn: ADHD seems almost contradictory. Isn't ADHD associated with exactly the opposite? Impulsivity, distractibility, jumping between tasks? Herman: That's the classic presentation, yes. But here's the paradox. Some ADHD brains adopt sequential rigidity as a compensatory strategy. When your executive function is unreliable, when you can't trust yourself to remember what you were doing or to return to a task after an interruption, you develop an almost obsessive need to finish things in order. The sequential structure becomes external scaffolding for a brain that struggles with internal organization. Corn: The same behavior, finishing A before touching B, could come from completely different underlying mechanisms. One person does it because their brain is wired for systematic processing. Another does it because their brain will lose the thread entirely if they don't. Herman: And that's why you can't diagnose a cognitive style from behavior alone. You have to understand the why. The ADHD brain that uses sequential rigidity often shows reduced dopamine signaling in reward pathways. The completion reward isn't necessarily stronger. It's more that partial progress doesn't register as progress at all. It's all or nothing. Corn: Which would make parallel, opportunistic work feel completely futile. If only finished things count, and nothing is finished, you've accomplished zero. Herman: That's demoralizing in a way that's hard to explain to someone whose brain does register partial progress as meaningful. Corn: Let's talk about the personality and professional angles. Daniel mentioned systems thinking and engineering mindsets. Herman: This is where training and disposition interact in interesting ways. Engineering education heavily reinforces sequential dependency thinking. You learn to decompose systems into subsystems, identify interfaces, and manage dependencies explicitly. Even someone whose natural cognitive style is more parallel will learn to think in dependency chains if they spend enough years doing systems engineering. The question is whether it becomes their default or remains a tool they can pick up and put down. Corn: I've noticed that in software teams. Some developers literally cannot start the frontend until the API contract is finalized. Others will mock up three different UIs against a fake backend and iterate on all of them simultaneously. Herman: That's the exact conflict Daniel's question points to. The engineer who refuses to start the frontend isn't being difficult. Their cognitive model of readiness requires the dependency to be resolved. The designer who's already mocked up alternatives isn't being reckless. Their cognitive model allows parallel exploration with the understanding that some work will be thrown away. Corn: The designer's throwaway work feels wasteful to the engineer. The engineer's waiting feels like dead time to the designer. Herman: Both are right, from within their own cognitive framework. The real cost isn't the wasted mockups or the waiting. It's the friction and resentment that builds up when neither person understands that the other person's brain is operating on fundamentally different assumptions about how work should proceed. Corn: Let's get practical. You've laid out the mechanisms. What do you actually do about this if you're Daniel, or if you're managing a team with both styles? Herman: The single highest-leverage intervention is explicit dependency mapping. Make the directed acyclic graph visible. Put it on a whiteboard or in a shared document. When a sequential thinker can see that the parallel thinker has documented the unresolved dependency and tagged it with a revisit trigger, their threat response dials down. The unresolved problem isn't forgotten. It's parked. Corn: It's not about forcing the sequential thinker to be more parallel or vice versa. It's about creating a shared external representation that satisfies both cognitive styles. Herman: The sequential thinker needs to know that the dependency is tracked and will be resolved. The parallel thinker needs the freedom to work on other nodes without being accused of ignoring the blocker. A visible dependency graph gives both of them what they need. Corn: What about time-boxing? I've seen that work. Herman: It works well. Give the sequential thinker a fixed window to clear the bottleneck. Say, two hours to resolve the null pointer exception before they have to hand off or accept a workaround. This does two things. It honors their need to resolve dependencies in order, but it prevents bottleneck obsession from becoming a black hole that consumes the entire project timeline. And it gives the parallel collaborators a predictable moment when the sequential thinker will be available for other work. Corn: The third strategy Daniel might use is what I'd call parallel-safe task decomposition. Breaking work into chunks that don't require sequential resolution in the first place. Herman: If you can architect the project so that the frontend work doesn't depend on the API being finalized, you've eliminated the conflict at the structural level rather than managing it at the interpersonal level. This requires more upfront design work, but it pays off in reduced coordination friction. Corn: That's a skill. Designing parallelizable work is a different kind of systems thinking. It's not about tracing dependencies. It's about eliminating them. Herman: Which brings us to something I want to name explicitly. Sequential thinking is often confused with being organized or disciplined. It's not. It's a cognitive default, not a moral virtue. And parallel thinking is often confused with multitasking, which it absolutely is not. Multitasking is rapid switching between tasks, which incurs switching costs and degrades performance. Parallel thinking is holding multiple partially-solved problems in awareness simultaneously and advancing each one when the right information or insight becomes available. Corn: That's an important distinction. The parallel thinker isn't frantically context-switching. They're maintaining a portfolio of problems and allocating attention opportunistically. Herman: Each style outperforms the other in different environments. Sequential thinking dominates in stable, high-stakes domains where the dependency order is known and the cost of incomplete work is high. Think surgery, air traffic control, financial auditing. Parallel thinking dominates in uncertain, exploratory domains where the dependency order is unknown or constantly shifting. Think product design, scientific research, crisis response. Corn: The ideal team has both, and the ideal team leader knows how to deploy each style against the right kind of problem. Herman: The ideal collaborator knows their own style and can name it explicitly. Daniel mentioned that he wants to know how people with different default modes can work together without constant frustration. The simplest answer is: tell each other what your brain needs. At the start of a project, spend five minutes on what I'd call a cognitive style contract. Each person states their default mode. Sequential or parallel. They agree on a shared definition of what blocked means. And they agree on a protocol for what happens when the sequential thinker hits a bottleneck they can't immediately resolve. Corn: That sounds almost too simple to work. Herman: It works because most of the frustration isn't about the work itself. It's about the attribution error. When a sequential thinker sees a parallel thinker jumping between tasks, they interpret it as flakiness or lack of commitment. When a parallel thinker sees a sequential thinker refusing to move forward until a blocker is cleared, they interpret it as rigidity or obstructionism. Once you understand that these are cognitive defaults, not character flaws, the emotional charge dissipates. Corn: The phrase that keeps coming to mind is cognitive empathy. Not the emotional kind where you feel what someone else feels. The intellectual kind where you understand how someone else thinks. Herman: And it's trainable. You don't have to become a parallel thinker to understand that parallel thinking is a legitimate way to process problems. You just have to recognize that your brain's way is not the only way. Corn: Let's talk about when each style fails. Because they both have failure modes. Herman: Sequential thinking breaks down catastrophically in highly uncertain environments where the bottleneck cannot be resolved in order. If step one depends on information you won't have until next quarter, and you cannot bring yourself to work on steps two through ten until step one is done, you're paralyzed. The project dies not because the work is impossible but because the cognitive style cannot accommodate the uncertainty. Corn: I've seen this in startups. The founder who needs to validate the entire business model before writing a single line of code. Herman: Meanwhile the parallel thinker has built a prototype, talked to twenty customers, and pivoted three times. The sequential thinker sees chaos. The parallel thinker sees learning. Corn: The parallel failure pattern? Herman: Parallel thinking fails in high-stakes environments where incomplete work has cascading consequences. If you're managing a nuclear power plant and you've got twelve partially-resolved maintenance issues, the fact that you've made progress on all twelve doesn't matter if one of them causes a meltdown. Some domains require sequential closure. You cannot half-fix a safety-critical system. Corn: The wisdom is in knowing which environment you're in and being able to shift styles accordingly. Which raises the question: is that even possible? Can a sequential thinker learn to operate in parallel mode when the situation calls for it? Herman: The evidence is mixed, but the early indications suggest it's somewhat malleable. Deliberate practice in systems thinking, specifically in identifying which dependencies are real versus which are self-imposed, can help sequential thinkers loosen their grip on the dependency order. And parallel thinkers can learn to impose more structure when the stakes require it. But the default setting seems to be fairly stable. It's more like handedness than like a skill you can simply choose to acquire. Corn: You're not going to turn a left-hander into a right-hander. But you can teach them to use their right hand when the situation demands it, even if it never feels natural. Herman: That's the best analogy I've heard for it. And the more interesting question for the future is whether AI tools will adapt to these individual cognitive styles. We're already seeing dependency-aware coding assistants that can visualize the dependency graph of a codebase. Imagine a project management tool that presents a sequential view to sequential thinkers and a parallel view to parallel thinkers, both operating on the same underlying data. Corn: That's the dream. The tool handles the translation layer so the humans don't have to. Herman: It's not far off. The technology exists. It's more a question of whether anyone builds it with cognitive style adaptation as an explicit design goal. Corn: To pull it all together for Daniel. The name for what he's describing is sequential problem-solving, rooted in working memory management, exploit-dominant attentional control, and a dopamine system that rewards closure over novelty. It correlates with high need for closure, systemizing cognitive styles, and shows up in both autism and, paradoxically, in some ADHD presentations as a compensatory strategy. The strengths are depth, thoroughness, and reliability in stable environments. The weaknesses are inflexibility and paralysis under uncertainty. Herman: The practical playbook is three things. One, make dependencies visible. Externalize the graph so both styles can see it. Two, time-box bottleneck resolution to prevent obsession. Three, have the cognitive style conversation at project kickoff so everyone knows what they're working with. The meta-point is that neither style is broken. The problem is assuming everyone's brain works like yours. Corn: One thing I'd add for Daniel specifically. He mentioned that his stress rises dramatically when he's forced to skip around. That's not a personal failing. That's his amygdala responding to unresolved dependencies as threats. Naming that, understanding it as a physiological response rather than a character flaw, can actually reduce the stress itself. You're not bad at handling uncertainty. Your brain is just wired to treat open loops as emergencies. Herman: If you're working with a parallel thinker, tell them that. Say, I need to resolve this before I can think about anything else. It's not that I don't care about the other work. It's that my brain won't let me focus until this is closed. Most parallel thinkers will respect that once they understand it's a cognitive need, not a power play. Corn: The reverse is also true. If you're a parallel thinker working with someone like Daniel, say: I'm not ignoring the blocker. I've parked it and I'll come back to it. Here's when. That one sentence can defuse the sequential thinker's threat response. Herman: It's almost absurd how much workplace friction comes down to two people with different cognitive styles assuming the other person is being difficult, when they're both just thinking the way their brains think. Corn: The tragedy of unspoken cognitive defaults. Herman: Before we wrap, let's try something. Daniel, if you're listening, here's your homework. This week, have the cognitive style conversation with one person you collaborate with regularly. Tell them how your brain handles dependencies, ask how theirs does, and agree on one shared practice. A visible dependency list, a time-box, a parking lot for unresolved blockers. See if it changes the dynamic. Herman: Write us back. I want to know what happens. Corn: Now: Hilbert's daily fun fact. Hilbert: In the seventeen-twenties, naturalists exploring the Caspian Sea basin documented a species of jellyfish that, when cut into pieces, each fragment regenerated into a fully formed new jellyfish. The original report, written by a Russian naval surgeon, described the phenomenon as quote, an affront to the natural order of generation, unquote, and was largely dismissed as sailor's superstition until regeneration was confirmed in other cnidarians decades later. Corn: An affront to the natural order of generation. That's a strong reaction to a jellyfish. Herman: To be fair, if I saw a chopped-up jellyfish reassemble itself into multiple jellyfish, I might also have some theological concerns. Herman: Here's the open question I'm left with. We've talked about sequential and parallel thinking as stable traits, but I wonder how much the environment shapes this. If you grow up in a school system that rewards finishing one worksheet before starting the next, does that train sequential thinking? Or does it just frustrate the parallel thinkers until they learn to mask? Corn: And the masking is the part that worries me. How many parallel thinkers have been told they're scattered or unfocused their whole lives, when they were actually processing problems in a perfectly valid way that the system didn't recognize? Herman: That's the deeper question. Not just how these styles work, but whether our institutions are designed to accommodate only one of them. Corn: Something to chew on. This has been My Weird Prompts. Thanks to our producer Hilbert Flumingtop. If you want to send us your own weird question, email the show at show at my weird prompts dot com. Herman: Tell a friend who's ever been frustrated by how someone else thinks. They might need this one. Corn: Until next time.