Dreaming the Next Dream

The past few years, I have worked on designing and building systems that learn.

The core basis for many learning systems in reinforcement learning is the relationship between exploration and exploitation. Exploration is how a system discovers what to do. It tries different actions, gathers feedback, and slowly learns what leads to reward. Exploitation happens once the system has found something that works. It repeats that action because it has learned that it leads somewhere worthwhile.

In life, I started to see a similar pattern playing out.

There are periods where we need to explore. There are periods where we need to go deep and gain mastery. But there is also a third moment: contraction.

Contraction is the moment when something that once gave us life begins to feel stale, narrow, or complete. It is the signal that a cycle may be ending.

So the pattern is not just exploration and exploitation. In life, it becomes something more human:

Exploration. Mastery. Contraction.

A period of becoming. A period of being. A period of releasing.

Exploration is becoming. Mastery is being. Contraction is the signal that life may be asking us to dream the next dream.

The art is learning which phase we are in: knowing when to explore, knowing when to deepen, and knowing when a cycle has completed.

Exploration

Exploration is the phase of trying things.

This usually happens when we do not know what to do next, when we feel stuck, or when the next step is unclear. In these moments, we often struggle, strive, and try to force an answer. But the invitation of this phase is different.

Exploration asks us not to resist the uncertainty. It asks us to dream again, to say yes, to live outside our comfort zone, to grow, and to become new again.

In this period, we are often vulnerable. But that vulnerability is what allows us to expand. We may do things we would not normally do. We may attend the event, join the group, take the class, move to the city, start the practice, or talk to the person.

In a way, exploration is the universe asking us to dream the next dream.

It is also a time to hone our intuition. As we explore, we begin to feel what works and what does not. Some things fall away. Others begin to stick. Certain activities, paths, or people bring us joy, fulfillment, and energy. Slowly, we begin to sense what is worth pursuing more deeply.

Mastery

In reinforcement learning, the second phase is often called exploitation. In life, I prefer to think of it as mastery.

Mastery is the lived action of the dream.

It is the phase where we dive into the dream and manifest it by living it. What began as curiosity becomes commitment. What began as possibility becomes practice.

After exploring different paths, we can choose the activities, relationships, or skills that feel meaningful and begin to develop them. This allows us to understand them more deeply and build real expertise.

This phase is about honing in. It is about repeated practice. Success in this phase does not come from the joy of something new, but from repetition, discipline, and showing up on both the good and bad days.

Consistency is key.

In this phase, joy comes not from novelty, but from devotion. What was once uncertain becomes something we live. It becomes a discipline, a practice, or even a way of life.

Contraction

Contraction is not failure. It is the signal that a cycle may have completed.

What once gave us reward may no longer give the same life back. The practice may become mechanical. The path may begin to feel too narrow. The thing that once helped us grow may no longer be asking us to deepen, but to release.

But this phase requires care.

Not every difficulty is a signal to leave. Sometimes what feels like contraction is actually a plateau. Sometimes we are not being asked to explore again, but to push through the chasm of mastery.

This is where intuition matters.

If we contract and explore too quickly, we can end up chasing novelty. We may keep moving from one thing to the next, mistaking discomfort for a sign that the path is wrong. But true fulfillment often comes from pushing through the plateau of mastery, from staying with the practice after the initial excitement fades.

Contraction is not the same as the natural difficulty of mastery.

The key is to keep the heart open. With time, life will show us whether we are being asked to stay and deepen, or whether a cycle has truly completed and it is time to explore again.

A Story of Contraction, Exploration, and Mastery

Most of last year, my life felt like it was asking for a change.

I had recently moved to San Francisco with excitement, thinking that San Francisco was going to be home. But as the year went on, I began to feel a sense of restlessness. Work no longer felt as alive as it once had. My life had structure, but something about it felt incomplete.

I kept wondering whether I needed a new chapter entirely. Maybe I should go back to nomading again, living out of a suitcase and moving from place to place. Or maybe the answer was not to leave, but to relate to the place differently.

Then the universe forced my hand. The company I was working at closed down, and suddenly I had to figure out what was next.

In hindsight, the closure did not create the contraction. It revealed it.

The questions became more immediate: What do I do next? Do I go back into tech? Do I keep staying in San Francisco? What would it mean to actually build a life here rather than simply live here?

The contraction forced me into exploration.

I started attending meetups, events, and classes. I pushed myself to do things outside my comfort zone. I started hosting gatherings at home, from a meditation-related book club in my apartment to a men’s group. I started playing tennis regularly. I started taking improv classes. My days and evenings began to fill with activity.

This was exploration.

Eventually, through that exploration, I started to find community. I found it through tennis, the meditation book club, and improv. Friends started intersecting. Different parts of my life began to feel connected.

After my improv class performance, a group of us went out for drinks. I remember sitting there and thinking: these are the people I want to spend more time with.

It was not just the place. It was the people I was surrounded by. My heart felt open. I felt happy being there. In that moment, San Francisco began to feel less like a city I was trying to figure out and more like a place I could belong to.

Now, the phase is changing again.

It is no longer time to simply expand, explore, and add more activities. It is time to deepen. It is time to spend quality time with the people I have found. It is time to build sustainable friendships, not by doing more, but by being more present with what is already here.

That is mastery in community: not constantly seeking new rooms, but learning how to stay, nurture, and belong.

Learning to Honor the Phase

This pattern can be applied to many aspects of life.

We can explore relationships, both romantic and platonic. We can attend parties, events, and gatherings to find the people who feel aligned with us. At the same time, we may be deepening into mastery in other areas, such as career, health, or spiritual practice.

Different parts of life can be in different phases. We may be exploring in relationships, deepening in career, exploring in community, and deepening in health. The question is not whether life is exploration or mastery. The question is: which part of life is asking for which mode?

Looking back, I can see that much of my growth came from honoring the phase I was in.

I used to fear uncertainty. I used to be scared of not knowing what I needed to do next. But I realize now that there is beauty in uncertainty.

When I was lost, life was not asking me to force clarity. It was asking me to explore.

And when something finally began to feel alive, life was asking me to go deeper.

Maybe that is how we learn. Maybe that is how life teaches us.

First, life asks us to dream again. Then, it asks us to live the dream. And when the dream is complete, it asks us to listen closely enough to dream the next one.