The behaviors that look most dysfunctional from the outside are often solving a real problem from the inside. Self-loathing avoids conflict with others. Lack of agency avoids the judgment that comes with failure. Emotional numbness avoids overwhelming pain. These are not bugs. They are locally optimal strategies — configurations the nervous system settled into because they worked well enough in the environment that shaped them.
Simple Picture
ELI5: you are stuck on a small hill. It is not the tallest hill, but every direction you step goes downward. So you stay, because moving feels like getting worse. The system has no way to know a taller hill exists without first accepting a temporary descent.
This is why people stay stuck in patterns they can clearly see are harmful. The same dynamic operates at the level of ideas and institutions — paradigm-lock-in is the epistemological version, where a successful framework becomes so load-bearing that the evidence needed to unseat it is exactly the evidence it makes hardest to see. The pattern is not random. It is the best solution the system found given its constraints at the time — and leaving it requires tolerating a period of being worse off before you can be better off.
Core Claim
Only once you fully understand what an issue is doing for you does a step change toward resolving it become possible.
This is the critical insight most self-improvement misses. Attacking a symptom without understanding its function just triggers the system’s defenses. The symptom is there for a reason. If you remove it without addressing the underlying need it was serving, the system will either rebuild it or substitute something worse.
Examples of locally optimal strategies:
- Identity-as-smart-kid — works beautifully in the environment that shaped it, but crumbles when transplanted to a context where everyone shares the same trait (see identity-through-displacement)
- Self-loathing — avoids interpersonal conflict by preemptively agreeing with the harshest possible judgment (see self-acceptance — self-rejection is always a strategy, not a defect)
- Conflict avoidance — avoids rejection by never testing whether disagreement is survivable
- Emotional numbness — avoids overwhelming pain by shutting down the channel entirely (this is the same architecture as depression)
- Chronic muscle tension — the body suppresses a feeling by physically bracing around it, which intensifies the feeling, which intensifies the bracing
The Somatic Version
The body runs locally optimal strategies too. Chronic pain can be the physical expression of a feedback loop:
- A feeling arises — information the nervous system is trying to surface
- Some part of the system predicts that being aware of this feeling would be dangerous
- Muscle tension forms around the feeling to suppress it
- The feeling intensifies in response to being suppressed
- The tension intensifies to match
The feeling is there to be noticed and integrated. The tension is a strategy for not noticing. Both are doing their jobs. The result is pain that has no obvious physical cause — because the cause is the system fighting itself.
Why Local Optima Are Sticky
Three forces keep people stuck:
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The strategy actually works — for its narrow purpose, the behavior delivers. Being right in a relationship is a local optimum of exactly this kind — it feels good immediately but costs the connection over time (see caring and reality). Self-loathing really does reduce conflict. Numbness really does block pain. The system has evidence that the strategy is functional.
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Leaving requires getting worse first — escaping a local optimum means descending before you can climb higher. For a nervous system calibrated to avoid pain, “temporarily worse” feels indistinguishable from “wrong direction.”
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The purpose is unconscious — you cannot negotiate with a strategy you do not know you are running. Most locally optimal behaviors operate below awareness, which is why insight is the prerequisite for change, not willpower. Focusing is one operational technique for surfacing these hidden strategies — you ask the body what a behavior is doing for you and wait for the felt sense to answer.
This is where neural-annealing becomes relevant. Annealing is literally the process of escaping local optima — heating the system until rigid configurations dissolve and new, potentially better arrangements can form. The brain’s need for regular high-energy resets is the need to not get permanently stuck on small hills.
Common Misread
The dimwit take is “just stop doing the bad thing.”
The midwit take is “understand your triggers and develop coping strategies.”
The better take is that the “bad thing” is a solution to a problem you have not yet identified. The work is not overriding the behavior but understanding what it protects, and then finding a better way to handle that underlying need. The behavior dissolves when the need it serves is met by other means.
Main Payoff
Locally optimal reframes personal growth from “fixing what is broken” to “understanding what is working and finding something that works better.” The dysfunction was never random. It was the best move available in a constrained search space. Expanding the search space — through safety, insight, annealing, or new experience — is what allows the system to find a higher peak. Outlier genius is perhaps the most dramatic example: extraordinary cognition built as compensation for emotional trauma — spectacular in its domain, ruinous in its blind spots, and capable of far more once the underlying wound is integrated.
This also explains why growth often feels like loss before it feels like gain. You are not adding something. You are giving up a strategy that kept you safe, before you have full proof that the replacement will hold.
References:
- Locally Optimal — Chris Lakin