AI May Not Take Your Job—But Fear Could Take Your Money

When people start worrying about their jobs, they often do something rational in the wrong way: they look for a faster way to make money. In periods of uncertainty, that search can lead to trading, cryptocurrency, options, high-yield products, or online schemes that sound like a shortcut back to stability.

My concern is not that AI will automatically destroy employment and trigger a wave of losses. My concern is more subtle. Fear can change the way people evaluate risk before they have actually lost income. Once urgency enters the picture, ordinary investment ideas can start to look like rescue plans.

Observation

The first fact worth separating from the emotion is that AI-related employment uncertainty is real, but the scale of immediate displacement is often overstated. The International Labour Organization estimates that about 11.5 million workers in Vietnam are in occupations containing tasks potentially exposed to generative AI. At the same time, it says task transformation is more likely than large-scale displacement, and fewer than 2% of Vietnamese workers are in occupations with a relatively high risk of full automation.

That is an important distinction. Exposure to AI does not automatically mean job loss. It means some tasks may change, some roles may be redesigned, and some workers may need to adapt. For investors and professionals, that creates uncertainty, not a guaranteed collapse in income.

My interpretation is that uncertainty itself can become a financial risk. If someone begins to fear that salary income is unstable, they may feel pressure to replace it quickly. That changes the frame from wealth building to income substitution. Once that happens, people often accept risks they would normally reject.

Explanation

Replacing employment income with investment returns is much harder than it sounds. Salary is predictable, while portfolio returns are not. If a person has limited starting capital and feels they must generate a meaningful monthly amount, the required return can become unrealistically high. That pressure creates a dangerous opening for leverage, concentrated positions, frequent trading, option selling, speculative crypto bets, and products that promise certainty where none exists.

This is where behavioral finance matters. Fear narrows attention. It reduces patience. It makes people more sensitive to stories about quick income and less sensitive to probability, drawdown, and liquidity risk. In calm periods, many investors say they understand that high returns require high risk. Under pressure, that understanding often disappears.

The U.S. Federal Trade Commission’s warning on investment scams fits this pattern. The FTC says such scams commonly promise quick returns, guaranteed income, low risk, or enough money to quit a job. That is exactly the language that becomes most attractive when someone is anxious about employment. The FTC also reported more than $7.9 billion in reported investment-scam losses during 2025, which is a reminder that the cost of misplaced urgency is not theoretical.

Implication

The practical response is not to maximize returns. It is to protect financial runway. If your income feels less secure, the first job of capital is to keep you from becoming forced into bad decisions. That means more liquidity, not less. It means separating trading capital from household capital. It means refusing to invest money needed for near-term living expenses.

For professionals and business owners, the right sequence is conservative: preserve cash, keep optionality, and build investment capability gradually while employment income still exists. A person who is still earning has one advantage that a person under pressure does not: time. Time allows for better position sizing, better judgment, and fewer desperate decisions.

Maintain or increase emergency liquidity.
Do not invest money required for near-term living expenses.
Keep trading capital separate from household capital.
Avoid strategies that require high returns to meet monthly expenses.
Build investment income gradually while employment income still exists.
Treat guaranteed-return and quit-your-job promises as warning signs.

The important nuance is that this is a reflection, not a claim of proven causation. I am not saying AI anxiety has been statistically proven to cause investment fraud or losses. I am saying that AI creates employment uncertainty, employment uncertainty can create urgency, and urgency can make ordinary people more vulnerable to excessive risk and financial scams.

The goal is not to escape employment by making one successful trade. It is to use the income we still earn today to build enough liquidity, financial knowledge, and productive capital to become less vulnerable tomorrow.

Verified evidence, interpretation, and practical takeaway

Verified evidence:

The ILO sees task exposure to generative AI in Vietnam, but expects transformation more than mass displacement. The FTC warns that investment scams often promise quick returns, guaranteed income, and a way to quit a job.

My interpretation:

The more uncertain people feel about employment, the more likely they are to search for rapid financial replacement. That does not mean they will all make poor decisions. It means the pressure environment becomes less forgiving.

Practical takeaway:

when the future of income is unclear, the first portfolio decision is not to reach for higher returns. It is to protect capital, preserve liquidity, and avoid being forced into a bad trade by fear.

The Mosaic Lesson: Why Investing Rewards Process Before Profit

When I saw my daughter’s almost-complete mosaic picture, I felt an immediate urge to finish it. I wanted to be the one to complete it. That reaction felt harmless, even sweet, but it also revealed something important about investing: people are drawn to the outcome, yet they often underestimate the effort required to earn it.

At first glance, investing looks like a search for money. That is exactly why it is so deceptive. Money is the visible prize, but the real work lies in boredom, uncertainty, repetition, and failure. The same way a mosaic is not impressive when you first unbox it, an investing process is not attractive when you first begin. What matters is whether you can stay with it long enough to see it through.

What the mosaic reveals about investor behavior

The unfinished mosaic is a useful metaphor because it exposes a behavioral bias: humans want the finished picture more than they want the work. In markets, that shows up as an obsession with profits, fast results, and the appearance of intelligence. People want the gain, but not the grind. They want the ending, not the process.

This is why so many investors struggle when the work becomes inconvenient. Research, patience, discipline, and restraint are difficult to maintain when there is no immediate reward. At the beginning, the process can feel slow and unrewarding. That is precisely the point. If it were easy, it would not be a durable edge.

For traders, the same problem appears in different form. They may say they want consistency, but their behavior reveals a desire for excitement or validation. They want to be right quickly. They want the market to confirm them. But real performance usually comes from doing unglamorous things well, repeatedly, under conditions of uncertainty.

Belief is built, not declared

My daughter kept working on the mosaic because she believed she could complete it. That belief was not abstract. It was based on action. She had seen enough progress to trust the final outcome, so she continued doing whatever was needed to finish. In investing, belief works the same way.

You do not build conviction by reading slogans or listening to someone else’s confidence. You build it by doing the work yourself. You test your process, observe your mistakes, adjust, and repeat. Over time, belief becomes grounded in experience. That is far stronger than borrowed confidence.

Many investors want certainty before they begin. But certainty is not available in markets. What is available is a framework, a method, and a way to measure whether your decisions are improving. If you can see evidence that your process is sound, you can endure the inevitable periods of doubt.

A practical framework for building trust in your process

Before asking whether an idea will make money, ask whether your process can survive the uncertainty around it. The question is not just whether you can be right. The better question is whether you can continue operating well when you are not right immediately.

Define the process clearly before entering a trade or investment.
Separate signal from noise so short-term outcomes do not dominate judgment.
Use position sizing to keep mistakes survivable.
Review decisions honestly to learn whether the process or the outcome was strong.
Build belief from repetition, not from hope.

This is especially important because markets reward endurance. The investor who can stay rational through uncertainty has an advantage over the investor who needs constant emotional comfort. In practice, that means accepting that not every decision will feel good. Some of the best decisions are uncomfortable when made, and obvious only in hindsight.

The danger of wanting the money too much

There is another lesson in the mosaic: the closer the picture gets to completion, the stronger the temptation to take over. That impulse is familiar in investing too. As the market moves, we feel the urge to interfere, rush, or claim credit. The problem is that ego often enters just when patience is most needed.

Wanting money too badly can distort judgment. It can push investors toward overtrading, leverage, poor timing, and abandoning a sound process because the result is not arriving fast enough. The desire for money is not wrong. But when it becomes the main focus, it can quietly turn into a source of bad decisions.

The better aim is to become trustworthy in your own eyes. If you have tested your approach, survived mistakes, and seen your process hold up over time, you begin to trust yourself. That trust is more durable than optimism and more useful than confidence borrowed from others.

My daughter ‘ s complete mosaic picture — the final outcome looks so beautiful, anyone wants that

Completion matters, but only after the work

The finished mosaic is beautiful. Of course people want that. But the beauty only exists because someone accepted the frustration of the unfinished version. The same is true in investing. The visible reward comes after the invisible effort.

That is why process must come before profit. If your process is weak, profit will not save you. If your process is strong, short-term discomfort is much easier to bear. The investor who understands this is less likely to chase, panic, or confuse activity with skill.

The real question is not whether you want the outcome. Almost everyone does. The question is whether you are willing to endure the unglamorous middle long enough to earn it. In markets, as in a mosaic, the final picture is only possible because someone stayed with the pieces.

If you want to invest or trade successfully, start by asking a harder question: do you have a process you can believe in because you have seen it work for yourself? That is where trust begins. That is where discipline becomes real. And that is where long-term survival is built.

The Most Dangerous Stage in Trading: Not Knowing What You Don’t Know

The most dangerous stage in trading is not when you are losing money. It is when you do not yet understand the full extent of what you do not know. That is a subtle but critical distinction. A beginner who knows he is inexperienced can still be protected by humility. A trader who believes he has already figured it out is often much harder to save.

This is why the idea from Trading in the Zone

is so useful when thinking about a stage-based framework for investors and traders. In a Stage 0 mindset, the objective is not to make money fast. The first objective is to stop losing money in avoidable ways. If you cannot recognize your own blind spots, you can mistake repeated mistakes for a valid process.

Blindfolded trader — The Most Dangerous Stage in Trading: You Don’t Know What You Don’t Know

Observation: the real risk is hidden in overconfidence

Many people who enter markets think the problem is lack of knowledge. In practice, the larger problem is often misplaced certainty. A person may learn a few concepts, test a few ideas, and then conclude that basic risk rules no longer apply to them. That is where losses tend to compound.

I have seen clients who were explained very basic ideas about not blowing up an account, only to dismiss them because they believed they had found something better. The pattern is familiar: a small amount of knowledge creates the feeling of competence, and that feeling becomes more dangerous than ignorance itself. The market does not punish not knowing. It punishes thinking you know more than you do.

Dunning–Kruger illustration — Knowing something in advance sometimes stops you from learning.

Explanation: experience without learning is just repetition

There is a reason the same mistakes recur. People often say, with genuine conviction, that they have learned their lesson: never DCA again, never lose control again, never increase leverage in a sudden move again. Yet when the next stressful situation arrives, they repeat the same action. The lesson was understood intellectually, but not absorbed behaviorally.

This is where the Dunning–Kruger effect matters in practice. Early knowledge can create the illusion that learning is complete. But markets are adaptive, and every regime changes the penalty for bad decisions. A trader who cannot remain a student will eventually pay tuition again.

Trading is a skill, not a slogan. It resembles martial arts more than it resembles prediction. You do not become competent by watching a demonstration once. You become competent through repetition, feedback, correction, and the discipline to accept that your first instinct may be wrong.

Martial arts practice — Trading is a skill like martial arts.

Implication: Stage 0 is about survival, not sophistication

For Stage 0 investors and traders, the priority is simple: survive long enough to improve. That means reducing the kinds of errors that can permanently impair capital. Before looking for edge, one must remove the habits that destroy optionality.

A practical Stage 0 framework can look like this:

Assume your understanding is incomplete until the market proves otherwise.
Use small position sizing while your process is still unstable.
Respect stop loss rules and pre-define what would invalidate a trade.
Avoid sudden leverage increases, especially under emotional pressure.
Separate a good idea from a good risk/reward setup.
Review mistakes as process failures, not as moral failures.

The purpose of this framework is not to remove ambition. It is to keep ambition from outrunning competence. Markets are filled with people who are not short on confidence; they are short on humility, adaptation, and consistent decision quality.

Key principle: open-mindedness must be paired with prudence

Being open-minded does not mean accepting every new idea. It means being willing to update your beliefs when evidence changes. Prudence means not paying too much for the privilege of being wrong. Together, they create the discipline needed to learn without becoming reckless.

This is especially important for business owners, CFA candidates, and sophisticated investors who may be highly intelligent in other domains. Intelligence can help you learn faster, but it can also make it harder to admit when a simpler rule is still the better one. In markets, the ability to stay teachable is often more valuable than the ability to sound sophisticated.

If you are in Stage 0, the correct question is not, “What is the next great strategy?” The better question is, “What am I missing that could hurt me badly if I ignore it?” That question protects capital. And protecting capital is what creates the possibility of compounding later.

The market has a way of exposing both arrogance and denial. The investor who learns to respect that fact may not feel brilliant every day, but he is far more likely to remain in the game long enough for skill to matter.

That is the real lesson: before you try to win, make sure you are still in a position to learn.

Missing One Trade Is Not Missing the Market

Over the last few days, I was hunting for short positions and, like many traders, I felt the sting of missing one. When price was around 4185, I wanted to wait for the market structure I expected—specifically the appearance of lower highs and lower lows—before pressing the short side. The move came without giving that exact confirmation, and this morning the weakness became obvious. It is easy to feel as if the opportunity was lost forever.

That feeling is familiar because markets are designed to punish selective memory. We remember the clean entries we missed and forget the many occasions when patience protected us from poor trades. The temptation is to turn one missed trade into a narrative about being late, unlucky, or out of sync. But that is an emotional interpretation, not an investment conclusion.

H1 Xau price chart — When I tried to hunt for long position with the hope to capture the reversal, I also found the lessons about not feel miss of opportunity

Observation: the market did not owe a perfect entry

The first point is simple: the market does not provide setup symmetry on demand. A trader may expect to see a clean LH-LL structure before initiating a short, but price can move before that ideal pattern fully prints. In practice, this means the decision to wait can be right even when the outcome looks wrong in hindsight.

That distinction matters. Good process is not validated by one trade. A sound short thesis can still miss the exact entry, and a missed entry does not invalidate the broader read. If you define success only as capturing every move, you will end up confusing discipline with regret.

Explanation: regret is strongest when the move confirms your view

Regret becomes more intense when the market later does exactly what you thought it might do. That is why missing a short on the way down feels worse than skipping a random trade that goes nowhere. The brain does not respond to probability alone; it responds to outcome and timing.

This is where trading psychology becomes part of risk management. A trader who is anchored to the missed entry may begin forcing the next one, even if the next one is lower quality. That can lead to overtrading, narrower patience, and a distorted view of edge. The better response is to separate the quality of the idea from the discomfort of missing the move.

In this case, another opportunity appeared on the long side, and it helped recover most of what the missed short might have captured. That is not a story about revenge trading. It is a reminder that markets are not one-way events. Opportunity is distributed across regimes, and the key skill is staying functional long enough to participate when the next setup fits.

Implication: process beats the need to be right on every swing

The practical implication is that traders should build a framework that can survive missed entries without emotional escalation. If your method requires a specific structure before execution, then missing that structure is not failure. It is the cost of waiting for quality.

A useful framework is to ask three questions before acting:

Is the market structure aligned with my thesis?
Is the entry still offering acceptable asymmetry?
Would I still be comfortable if the move continues without me?

If the answer to the first two is no, then the correct action may be to do nothing. The third question is especially important because it tests your attachment to participation. A professional process accepts that not every move needs to be owned. The goal is not to catch everything; the goal is to avoid damaging mistakes and remain positioned for the next valid edge.

Risk framework: how to handle missed opportunities

One of the most dangerous habits in trading is converting a missed opportunity into a forced opportunity. The market often invites this behavior right after a clean move begins, because the pain of absence is immediate. But if the next trade is taken mainly to reduce regret, position quality usually suffers.

Instead, I prefer a simple operational rule: reassess, do not chase. Reassess means looking for the next structure, the next regime, or the next price reaction that actually satisfies the setup. Chasing means trading because you feel behind. Those are not the same action, and they do not have the same expected value.

Accept that missed trades are part of the business.
Do not increase size to compensate for emotional discomfort.
Wait for the next valid structure, even if it arrives on the opposite side.
Measure performance over a series of decisions, not a single missed entry.

This approach protects both capital and judgment. Capital matters, but judgment is the scarcer resource. If a missed trade causes you to abandon your method, the larger loss is not the move itself; it is the deterioration of your process.

Closing thoughts: the market provides more than one door

The lesson from this sequence is not that missing a trade does not hurt. It does. But pain is not proof of error. In markets, there are always multiple doors to profit, and many of them appear only after the first one has closed. A disciplined trader learns to let one setup go without turning it into a crisis.

In other words, do not worry too much about the opportunity you missed. The market will provide more chances, often in a different form than the one you expected. The real edge is not perfect timing; it is the ability to keep your head clear, preserve your capital, and stay ready for the next decision that actually belongs to your process.

The Oil Trade That Taught Me About Confirmation Bias

One of the most expensive lessons I learned as an investor came from a trade that initially appeared perfectly logical.

In 2014, I bought shares of GAS on the Vietnamese stock market.

At the time, oil prices had fallen significantly from around $80 per barrel.

My investment thesis seemed straightforward.

Oil was an essential commodity.

Demand would continue growing over the long term.

Eventually, prices would recover.

And if oil recovered, companies linked to the industry should benefit.

I was convinced I was right.

The market disagreed.

Observation

Looking back, the biggest mistake was not my thesis.

The biggest mistake was how I treated information.

After building a bullish view on oil, I began consuming research that supported my opinion.

I read articles discussing future supply shortages.

I read reports explaining why oil prices were unsustainably low.

I paid attention to analysts who expected a rebound.

Every new piece of supporting evidence strengthened my conviction.

What I did not realize was that I had stopped searching for information that challenged my view.

I was no longer conducting research.

I was seeking confirmation.

The Confirmation Bias Trap

Confirmation bias is one of the most dangerous psychological traps in investing.

Once we form an opinion, we naturally seek information that supports it.

At the same time, we tend to ignore, dismiss, or underestimate information that contradicts it.

The result is dangerous.

Our confidence increases.

But the quality of our decision does not.

In many cases, confidence rises faster than understanding.

That is exactly what happened to me.

The more bullish articles I read, the more convinced I became.

Unfortunately, markets do not reward conviction.

Markets reward being correct.

What Investing Taught Me

One question changed the way I make decisions.

Instead of asking:

Why am I right?

I started asking:

What would make me wrong?

This simple shift forces us to actively search for opposing evidence.

It encourages intellectual honesty.

More importantly, it improves decision quality.

Today, whenever I develop a strong investment thesis, I spend time looking for the strongest arguments against it.

If I cannot explain the opposing case, I probably do not understand the investment well enough.

Implication

Most investors believe their biggest risk comes from market volatility.

In my experience, a greater risk often comes from our own minds.

The market does not know what we believe.

The market does not care how many articles support our thesis.

The market only reflects reality.

That is why every investment thesis should include a simple question:

What evidence would convince me that I am wrong?

If we cannot answer that question, we may already be trapped by confirmation bias.

Final Thought

The lesson from my GAS investment was not about oil.

It was about decision making.

The goal of research is not to prove ourselves right.

The goal of research is to get closer to the truth.

Sometimes those are not the same thing.

What Poker Taught Me About Investing

One of the most important investing lessons I ever learned did not come from a market.

It came from a poker table.

At first glance, poker and investing appear completely different.

One involves cards.

The other involves capital.

But both require making decisions without knowing the future.

That is why I believe poker teaches some of the same skills required to become a successful investor.

Observation

I remember a hand where I held pocket nines.

The flop contained both an eight and a jack.

My hand was far from invincible.

An opponent continued betting aggressively through all three streets.

At first glance, folding seemed reasonable.

However, something felt unusual.

The betting pattern, timing, and behavior suggested weakness rather than strength.

Eventually I called.

My opponent revealed A9.

He had been bluffing.

The call was profitable.

But that is not the most important lesson.

The most important lesson is that I made the decision without knowing the answer.

I had incomplete information.

I had uncertainty.

I had probabilities.

That is exactly what investing looks like.

The Biggest Misunderstanding In Investing

Many people judge decisions by outcomes.

If they make money, they assume the decision was good.

If they lose money, they assume the decision was bad.

This is one of the fastest ways to stop learning.

A bad decision can make money.

A good decision can lose money.

Markets are uncertain by nature.

Even the best investors are wrong regularly.

The objective is not to be right every time.

The objective is to make decisions with positive expected value.

From Poker To Markets

Every time I enter a trade, I remind myself that I am operating under uncertainty.

I never know what will happen next.

I never know whether a position will immediately move in my favor.

I never know whether a geopolitical event, economic release, or market shock will change the environment.

What I can control is the quality of the decision.

Do I have a thesis?

Have I defined my risk?

What would make me wrong?

Is the reward worth the risk?

Those questions matter far more than predicting the next candle.

A Lesson For Investors

One reason many investors struggle is that they focus too much on outcomes.

They celebrate profitable mistakes.

They abandon good processes after temporary losses.

Over time, this creates inconsistent behavior and inconsistent results.

Professional investors think differently.

They evaluate the quality of decisions before evaluating outcomes.

The outcome matters.

But it is often a lagging indicator.

The process comes first.

Final Thought

The poker hand I remember most is not the one that made the most money.

It is the one that taught me how uncertainty works.

Neither poker nor investing rewards certainty.

Both reward disciplined decision making under uncertainty.

The goal is not to know the future.

The goal is to make better decisions before the future arrives.

Japanese Restaurants, Options Trading, and the Power of Focusing on One Variable

Japanese Restaurants, Options Trading, and the Power of Focusing on One Variable

During a recent trip to Japan, I found myself repeatedly impressed by something that had nothing to do with finance.

It was the restaurants.

Many of them are surprisingly small. The décor is often minimal. The menus are short. There are no unnecessary distractions competing for attention. Yet these restaurants consistently deliver what matters most: a delicious meal.

The more I observed, the more I realized that the underlying philosophy is remarkably similar to successful investing.

Observation: Simplicity Is Not the Absence of Sophistication

From the outside, a Japanese restaurant can appear almost too simple.

A small space. A limited menu. A focus on a handful of dishes.

However, simplicity should not be confused with lack of sophistication. In many cases, the opposite is true. By eliminating distractions, resources can be concentrated on the single outcome that matters most.

The objective is clear: serve great food.

Everything else is secondary.

Unfortunately, investors often do the opposite. They become distracted by market narratives, predictions, macroeconomic debates, social media opinions, and countless indicators. The result is a process that becomes increasingly complicated while adding little value to actual investment outcomes.

Explanation: Every Strategy Has One Core Objective

In trading, there are only two variables that ultimately matter:

Return and risk.

Everything else is merely an input into those two outcomes.

This idea became particularly relevant in my own options trading this year.

When volatility was historically depressed, I focused on one question:

What is the relationship between the premium being offered and the risk being taken?

Not the latest market prediction.

Not the most popular narrative.

Not where Bitcoin might trade next month.

The focus was simply on whether volatility was being priced attractively relative to risk.

That led me to establish long volatility exposure when implied volatility was unusually low. When volatility later expanded, the position performed as expected.

The trade itself is not the important lesson.

The important lesson is that the decision framework remained simple.

Rather than analyzing dozens of variables simultaneously, the process was anchored to a single objective: identify situations where the expected return adequately compensated for the risk assumed.

Implication: Investors Often Need Less, Not More

Many aspiring traders believe better performance comes from more complexity.

More indicators.

More models.

More forecasts.

More information.

My experience increasingly suggests the opposite.

The most effective investors often possess an unusual ability to ignore what does not matter.

Just as a great restaurant focuses relentlessly on the quality of the meal, a great investment process focuses relentlessly on the relationship between return and risk.

That does not mean the work is easy.

In fact, maintaining simplicity is often harder than adding complexity.

But simplicity creates clarity. Clarity improves decision quality. And over time, better decisions compound.

Whether evaluating a restaurant, a business, or an options strategy, the question remains surprisingly similar:

What is the core objective, and are we allocating our resources toward achieving it?

Everything else is noise.

Tag: Behavioral Finance

AI May Not Take Your Job—But Fear Could Take Your Money

Observation

Explanation

Implication

Verified evidence, interpretation, and practical takeaway

The Mosaic Lesson: Why Investing Rewards Process Before Profit

What the mosaic reveals about investor behavior

Belief is built, not declared

A practical framework for building trust in your process

The danger of wanting the money too much

Completion matters, but only after the work

The Most Dangerous Stage in Trading: Not Knowing What You Don’t Know

Observation: the real risk is hidden in overconfidence

Explanation: experience without learning is just repetition

Implication: Stage 0 is about survival, not sophistication

Key principle: open-mindedness must be paired with prudence

Missing One Trade Is Not Missing the Market

Observation: the market did not owe a perfect entry

Explanation: regret is strongest when the move confirms your view

Implication: process beats the need to be right on every swing

Risk framework: how to handle missed opportunities

Closing thoughts: the market provides more than one door

The Oil Trade That Taught Me About Confirmation Bias

The Oil Trade That Taught Me About Confirmation Bias

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What Poker Taught Me About Investing

What Poker Taught Me About Investing

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Japanese Restaurants, Options Trading, and the Power of Focusing on One Variable

Observation: Simplicity Is Not the Absence of Sophistication

Explanation: Every Strategy Has One Core Objective

Implication: Investors Often Need Less, Not More