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The Good, the Bluff, and the Ugly

A definitive guide to approaching poker as a new player — without getting overwhelmed by math and patterns.

Note — This article focuses on decision-making and assumes you know the basic rules of Texas Hold’em. It is not a beginner’s guide to how poker is played — it’s a framework for how to think about it.

Whenever I bring up poker, people immediately jump to math and probability. They’re not wrong — I’d actually argue most people underestimate how deeply the game is rooted in math.

But here’s the thing: answers are cheap today. Solvers, forums, training sites — they’re all a Google search away. What actually sets you apart is knowing the right questions to ask.


The Three Principles

Before diving into any framework, there are three truths you need to internalize fully.

1. You Cannot Win Every Hand — Under Any Circumstance

Suppose you’re holding K♠️Q♠️ and the flop comes A♦️8♣️5♣️. It’s borderline disrespectful to think that skill alone can overcome the fact that you missed. This hand is no longer in your favor — accept it and re-evaluate.

The goal isn’t to win every hand; it’s to be right more often, and to lose less when you’re wrong.

Note — “Wrong” here means a decision that deviated from your prior expectation, not necessarily a negative Expected Value (-EV) play.


2. Preflop Decisions Dictate the Hand

Think of poker like a gunfight. Your preflop hand is your weapon — and even the best shooter struggles when handed a broken gun. Play junk preflop and you’re already fighting at a disadvantage. Worse, when you do pull the trigger, nobody flinches. They can see your gun is broken.

Below is a theoretical opening range for Under the Gun (UTG) in a 6-max game.

AA
AKs
AQs
AJs
ATs
A9s
A8s
A7s
A6s
A5s
A4s
A3s
A2s
AKo
KK
KQs
KJs
KTs
K9s
K8s
K7s
K6s
K5s
K4s
K3s
K2s
AQo
KQo
QQ
QJs
QTs
Q9s
Q8s
Q7s
Q6s
Q5s
Q4s
Q3s
Q2s
AJo
KJo
QJo
JJ
JTs
J9s
J8s
J7s
J6s
J5s
J4s
J3s
J2s
ATo
KTo
QTo
JTo
TT
T9s
T8s
T7s
T6s
T5s
T4s
T3s
T2s
A9o
K9o
Q9o
J9o
T9o
99
98s
97s
96s
95s
94s
93s
92s
A8o
K8o
Q8o
J8o
T8o
98o
88
87s
86s
85s
84s
83s
82s
A7o
K7o
Q7o
J7o
T7o
97o
87o
77
76s
75s
74s
73s
72s
A6o
K6o
Q6o
J6o
T6o
96o
86o
76o
66
65s
64s
63s
62s
A5o
K5o
Q5o
J5o
T5o
95o
85o
75o
65o
55
54s
53s
52s
A4o
K4o
Q4o
J4o
T4o
94o
84o
74o
64o
54o
44
43s
42s
A3o
K3o
Q3o
J3o
T3o
93o
83o
73o
63o
53o
43o
33
32s
A2o
K2o
Q2o
J2o
T2o
92o
82o
72o
62o
52o
42o
32o
22
Open raise (100%)
Mixed frequency
Fold
22%of hands should be opened from UTG in a 6-max game. By cutting the bottom 50–75%, you gain several compounding advantages:
  • Immunity: You are far less likely to be exploited by stronger players.
  • Simplicity: You avoid tough, marginal spots preflop and postflop with weak holdings.
  • Credibility: You build a tighter table image, making your bluffs far more believable.

Note — To put this in perspective, you have a 30x EV advantage facing others with a top 20% range (0.11 vs 3.11).


3. Ask Questions — You’ll Find the Answer

I genuinely believe that even a complete beginner can work through their own doubts if they ask the right questions in the right order. Consider this scenario:

You are holding 2♠️3♠️. After betting the flop and turn, you are now on the river with a board of A♦️8♠️5♠️K♥️7♦️. Your opponent checks to you. What do you do?

There are only two options: fold and give up the pot, or bluff and try to take it. Most beginners spiral like this:

The loop —“Should I bluff here? But what if he has a strong hand? But what if he is weak? But what if he never folds? But what if…”

These are all valid questions — but they’re going in circles. None of them lead anywhere unless you use them as footholds to climb higher. Treat them like a rope and pull yourself up, one question at a time:

Should I bluff? Does he look like he has a strong hand? Would a strong hand actually play this way? What about weak hands — are there more weak hands that play like this than strong ones?”

Okay, I think he has more weak hands in this line. So I’ll bluff. But wait — does he ever fold? Is he the type to let go in spots like this? Has he shown that tendency before?

The deeper you question, the closer you get to an answer. It may not be the right answer — and often it won’t be — but it will be your answer, backed by a chain of reasoning. That’s what matters.

This feedback loop is what trains your intuition. It’s far more effective than blind solver grinding (though it does cost chips along the way) for two key reasons:

  • It is active. The tight feedback loop burns the reasoning — not just the pattern — into memory. That’s exactly what you need when making real-time decisions.
  • It is reviewable. Your chain of thought becomes a precise study point. You can revisit each step, identify where your estimates broke down, and correct them.

Tip — When you’re stuck on a decision at the table, frame it as a question internally. Asking “What hands call here that I actually beat?” forces sharper reasoning than simply asking “Should I bet?”. It’s a lot like functional programming (model, then derive) vs. imperative programming (action, then justify).


Takeaway

Most losing players know the math. The gap is almost never in the numbers — it’s in the framing. Build the habit of asking questions over looking for answers, while being brutally honest to yourself, and the answers will follow.