Practice 2 – Defined Reality – Five Causality Awareness Exercises

March 13, 2025 | Peter J Karlsson | Article

The Knock in the Engine

A mechanic hears an engine and pauses. There’s a knock, and under it a faint vibration. She doesn’t guess — she connects: this sound, with that shake, usually means a worn bearing. One observation links to another, and the links form a chain that tells her what’s happening and what to do next.

A therapist does the same thing with different material. A client describes a clash with his boss, and the therapist notices: every time this man talks about anyone in authority, the same shape appears. She traces it back — a demanding father, a school that rewarded compliance, a string of managers who confirmed what he already believed. The argument he came in with isn’t a single event. It’s the latest link in a chain that’s been compounding, unexamined, for years.

The mechanic works with metal, the therapist with memory, but they’re using the same capability: following how one thing leads to another across time. The Framework of Holistic Perspective calls it Causality Awareness — the part of you that traces patterns, connections, and cause and effect.

If Witnessing Awareness senses what is, Causality Awareness asks what led to this, and what follows from it?

What Causality Awareness Does

Sensing alone gives you a pile of disconnected moments — a sound here, a feeling there. Causality Awareness is what threads them together. It takes what you’ve perceived and asks how the pieces relate: what came first, what caused what, how this connects to that.

It works in both directions in time. Backward: why did this happen? Forward: what will this set in motion? And it works on more than machines and markets. Name a belief, a habit, a mood, the influence of a story you keep telling yourself — once you’ve named it, Causality Awareness can trace its structure too. Anything intangible becomes workable the moment you give it a name and start following its threads.

This is also where you build knowledge. Every model you hold of how things work — how your car runs, how your team really makes decisions, why you procrastinate on certain tasks — is Causality Awareness at work, structuring experience into something you can reason about and rely on.

It maps roughly onto an old idea. In Hindu and Buddhist thought, Karma isn’t cosmic reward and punishment — it’s a plain description of how causality runs: nothing happens without a cause, nothing ends without a consequence, and every effect becomes a cause in turn. The Framework borrows this as a parallel, not a doctrine. Its useful edge is that chains run longer than we notice. A habit of avoiding hard conversations slowly reshapes a marriage. A bonus structure quietly becomes a company’s culture. What you practice repeatedly becomes who you are. Causality Awareness is what makes those long chains visible.

Where It Fits

The Framework maps four ways of meeting experience, each a window onto something real but partial:

Witnessing Awareness senses what is — O1 (Sensed Reality).
Causality Awareness traces patterns and causes over time — O2 (Defined Reality).
Mindfulness Awareness weighs what matters and how much — O3 (Evaluated Reality).
Open Awareness senses wholeness and unrealized possibility — O4 (Transimmanent Reality).

It’s tempting to imagine these run in a fixed order — first sense, then structure, then evaluate. In practice they don’t queue up so neatly; they inform each other constantly. But there’s a real division of labor. Witnessing and Open Awareness are the Grounding Poles — they keep you in contact with what’s actually present. Causality and Mindfulness Awareness are the Navigation Tools — they make sense of what the Grounding Poles deliver.

Causality Awareness is the first of the Navigation Tools, and it has a known failure mode: cut loose from grounding, it spins. You can build a flawless causal story about why your colleague is undermining you that never once touches what the colleague actually did. The structure is impeccable; the foundation is invented. So these exercises lean on what you can observe and track, not on what you can theorize.

A note on the science below: where these practices mention the brain or research, take it as resonance, not proof. The Framework draws on these parallels to spark insight, not to validate itself. The test is what you find in your own tracking.

1. Watching Your Thoughts Repeat

What it builds: noticing the patterns in your own thinking, before you start judging them.

Sit somewhere quiet and set a timer for twelve minutes. Instead of following your thoughts, watch the shape of them:

which topics keep circling back
which feelings show up again and again
how one thought reliably triggers the next — the well-worn grooves
the pace and rhythm of it all

When you spot a pattern, just note it — there’s the money worry again — without digging into why or deciding whether it’s good or bad. When you catch yourself analyzing or judging, step back to plain watching.

What you may notice: how many of your thoughts run on rails you didn’t lay deliberately. Most of us never watch the pattern; we’re too busy being carried by it.

In the Framework: you’re moving from inner sensing (O1i) to seeing the inner patterns that organize it (O2i) — and holding off on evaluation (O3), which wants to rush in and rate everything.

2. Cause-and-Effect Journaling

What it builds: tracing the real chain behind something that happened to you.

Take fifteen minutes and a notebook. Pick one recent thing that stuck with you — a decision, a strong reaction, a conversation that turned. Then trace it:

List at least five things that came before it. Cast a wide net; the obvious cause is rarely the only one.
For each, ask how it shaped the outcome.
Look for how the factors fed each other — which ones amplified or canceled others.
Ask where you’ve seen this chain before. Is this a one-off, or a pattern wearing a new costume?

End by noticing how you tend to assign cause. Do you reach first for what others did? For luck? For your own choices? That habit is a pattern too.

What you may notice: the story you arrived with — “she just snapped at me” — usually thins out once you lay the real chain end to end.

In the Framework: you’re building both inner and outer pattern awareness (O2i and O2e) and seeing how your inside and the world outside keep causing each other.

3. Reading a System

What it builds: seeing connections instead of isolated parts.

Pick a system you can watch for fifteen to twenty minutes — a stretch of woodland, a café at the counter, a team in a meeting. Then look past the individual pieces to how they hang together:

What are the main parts?
How do they act on each other?
Where are the feedback loops — places where an effect circles back to become a cause? (More customers means longer waits means fewer customers.)
Where does this system end and another begin, and how do they touch?
What shows up at one scale that you missed at another?

Keep your attention on the relationships, not the things.

What you may notice: the parts that look most important often aren’t the ones driving the behavior. The driver is usually a loop.

In the Framework: this trains outer pattern awareness (O2e) — the structures and dynamics in the world that shape what happens inside them.

4. Tracking a Pattern Over Time

What it builds: seeing rhythms and cycles that only appear when you watch across days, not moments.

Pick one thing to track for seven days — your mood, your energy, how clearly you’re thinking. Use whatever’s easy: a note on your phone, a line in a journal.

Each day:

record it at least three times — morning, midday, evening
jot down anything around it that might be feeding it: sleep, food, who you spent time with, what you worked on

At the end of the week, lay it all out and look for:

a daily rhythm — when you reliably rise and dip
longer cycles that span several days
things that move together — your energy and your sleep, your mood and your meetings
the threads that look genuinely causal, not just coincidental

What you may notice: patterns you’d swear were random often turn out to be clockwork once you have a week of data. People discover energy cycles they’d been fighting for years without knowing they existed.

In the Framework: you’re developing inner and outer pattern awareness (O2i and O2e) stretched across time — the dimension where the most important chains actually live.

5. The Micro-to-Macro Walk

What it builds: seeing the same pattern repeat across wildly different scales.

Find somewhere with layered systems — a park, a busy street. Walk slowly for twenty to thirty minutes, deliberately changing the size of what you’re looking at:

Up close: the veins in a single leaf, cracks in the pavement, one small interaction.
Middle: how nearby things relate — a tree and its shade, a vendor and a queue.
Wide: the whole layout — how the park’s paths or the street’s flow are arranged.

At each scale, ask: does a shape at one level echo a shape at another? The branching of veins in the leaf, the branching of the tree, the branching of the paths — the same organizing logic, repeated.

What you may notice: once you see one pattern echo across scales, you can’t unsee it. The walk tends to keep working on you for hours afterward.

In the Framework: this joins inner and outer pattern awareness (O2i and O2e) and adds the recognition that structure repeats — the same principle showing up, differently dressed, at every level.

Why This Matters

Causality Awareness is where raw experience becomes understanding. But it has a trap worth naming: it’s so good at building structure that it will happily build on nothing. A causal story can be elegant and completely untethered from what actually happened. That’s why it works best kept honest by what you sense and track — grounded, not free-floating.

There’s also a tell worth watching for. As you trace a chain, you’ll feel a pull to grade it — that was unfair, that was my fault, that shouldn’t have happened. That pull is the handoff from Causality Awareness to Mindfulness Awareness, the part of you that weighs significance. It’s a different job. When you feel the pull, notice it, then go back to plain tracing. Keeping the two separate — first see the chain, then weigh it — is itself a skill.

The Framework calls itself scaffolding: useful until the capability runs on its own, the way you once thought through every step of driving and now just drive. Begin with these five exercises. Learn to see the chains. Then learn to tell the real ones from the invented ones.

A Practitioner’s Note

From a coach who has practiced with the Framework.

I’d read about pattern recognition for years and thought I understood it. Practicing it was a different thing entirely.

Two weeks into watching my own thoughts, I started catching scripts I hadn’t known were running — small, automatic chains where a particular kind of email reliably produced a particular knot in my stomach and a particular defensive reply. I hadn’t been choosing that sequence. I’d been living inside it. Seeing the chain was the first time I could imagine writing a different one.

The systems exercise paid off fastest at work. When I actually mapped how information moved through my team, the real influence channels turned out to have nothing to do with the org chart. There were quiet loops — who checked with whom before speaking up — that shaped every meeting and appeared on no diagram.

What I’d flag for anyone starting out: the point isn’t to collect patterns like trophies. Each one I caught didn’t just add a fact — it changed how I saw the connections around it. And I had to keep resisting the urge to immediately judge what I found. The discipline is to see the chain clearly first. Deciding what it means comes after — and it’s a separate practice. I’d begin exactly where this article does: watch your own thoughts repeat, and notice how badly you want to grade them before you’ve even finished looking.