Simulating ten NBA legends across four rule environments to find the most efficient lineup for each era
Analysis Tons of AI Arguing With Each Other
Players 10
Eras 4
Iterations 11 phases
Every basketball argument starts with the same lie. That Jordan, LeBron, Curry, and Shaq played the same sport.
This meme landed in a group chat. Someone asked the obvious question. It spiraled into eleven AI agents, 250,000 tokens, and $1.47 worth of compute arguing about basketball history.
💬 The Group Chat
P
phillybluntz
bro curry would drop 45 a night in the 80s. nobody could guard him at half court 😭
H
hollywood
they would just foul him every possession before he gets the shot off. different game
P
phillybluntz
ok so then he shoots 95 from the line AND from three. same result
M
Marcus
wait does the era even matter or are we just arguing vibes
K
Kevin
vibes is literally all any of these debates ever are
R
Ryan
someone run the actual numbers please
fine. here is what that actually takes
The Real Question
Not Who Is Greatest. Which Players Become Unfair.
This simulation is not trying to settle the GOAT debate. That argument has no answer because it is asking the wrong question. The right question is stranger: which players become the largest advantage when the rules change around them. Curry in the 1980s. Shaq in the 2010s with modern spacing. The same player, a different sandbox, a completely different value.
Some players spike in specific environments. Some players travel across all of them. The rarest players do both. That is what we are trying to find.
The Experiment
Ten Players. Four Eras. Eleven Iterations.
Each player was anchored to a single peak season. Ten players. Four rule environments: the 1980s before the three-point line mattered, the 1990s hand-checking era, the 2000s after zone defense became legal, and the modern spacing game. Same players. Different physics.
The model measured three things: possession-based efficiency calibrated to each era's actual pace, player impact metrics including the things box scores miss like spacing gravity and foul pressure, and rule environment context covering everything from hand-checking to zone defense legality. It was rebuilt eleven times as each assumption was challenged. That sentence replaces three pages of documentation.
💬 The Group Chat
N
nastynick
ok so before anything. who is the most unfair player in each era. not best overall. most unfair in one specific environment
L
lukey
curry in the 80s right. has to be. nobody knows what a three pointer is
D
Dom
or shaq in the 2010s with all that spacing. he would never leave the paint
K
Kevin
the answer is going to make someone in this chat very angry
IJ
Inspector
good. thats how you know its right
first finding
The Specialists
Players Whose Value Spikes in Specific Eras
Curry's value in a pre-three-point era drops significantly. He is still a great player. He is just not a weapon of mass destruction. Shaq in a modern switching defense loses his most devastating advantage. Durant climbs steadily as spacing increases across every decade.
Era-Dependent Value
Curry · Shaq · Durant across rule environments
Curry peaks sharply in the 2010s. Shaq peaks sharply in the 1980s and 1990s. The crossover point is around the 2000s, when zone defense became legal and help defense neutralized interior dominance.
💬 The Group Chat
H
hollywood
alright so what does the shot selection actually look like for each guy
R
Ryan
yeah show the geometry. not the stats. the actual court
M
Marcus
and explain why midrange is supposedly so bad because kobe built a hall of fame career on it
J
Joe
kobe also had shaq for most of those years bestie
M
Marcus
the 81 point game was no shaq
N
nastynick
ok but jordan never shot threes either so how does that work in the modern game
R
Ryan
also the jets need to trade back and get three picks i dont care about this basketball stuff anymore
Jordan probably takes a Hardenesque step back three after crossing Russell over in 98.
The Foundation
Why Points Per Game Lies to You
Pace vs. Efficiency by Era
Possessions per game + Points per possession
Efficiency held relatively stable across eras. Pace swung by 10 possessions a game. That changes everything about cross-era point totals.
The Geometry
Not All Shots Are Created Equal
Expected Value by Court Zone
Points per possession · Goldsberry method
Corner three is geometrically shorter (22 ft) than above-break three (23'9"). The math created a revolution.
💬 The Group Chat
P
phillybluntz
so where does each guy actually shoot from. like on a real court
N
nastynick
and did the whole league just stop shooting midrange at the same time or what happened
yes. here is the before and after
Small Multiples
Where Each Player Lives on the Floor
Shot profiles reveal what counting stats never do: where a player actually generates offense, and how dependent their game is on the rules around them. Curry without the three-point line is still brilliant. He is just not a floor-warping weapon anymore.
Player Shot Profiles — Peak Seasons
Zone opacity = shot frequency
Zone size and opacity represent shot frequency. Each player's offensive identity becomes immediately visible.
The Shift
How the Game Reorganized Itself
The steady death of the midrange is one of the most dramatic strategic shifts in major sports history. It crept through the 2000s, accelerated around 2012, and by 2017 was essentially complete at the team level.
Shot Distribution Evolution
% of total FGA by type · 1980–2020
Midrange share dropped from 36% in the 1990s to under 15% by the late 2010s. Three-point attempts went from 5% to 35% in the same span.
💬 The Group Chat
K
Kevin
shaq in 2016 with all this spacing?? he is averaging a triple double. nobody stopping that
D
Dom
they would just hack a shaq the entire game again. literally nothing changes
K
Kevin
they changed the rules BECAUSE of shaq lmaooo. he already won that argument
H
hollywood
bro how many fouls did shaq draw per game. that has to be insane
R
Ryan
and what rule changes actually mattered the most. not just three pointers
three charts. all of this
The Hidden Variable
Gravity: How Certain Players Warp the Floor
Some players distort the defense simply by being on the court. Curry drags defenders 30 feet from the basket, opening lanes. Shaq pulls double teams into the paint, opening perimeter shooters. The player does not even need the ball.
Gravity Index
Perimeter gravity (x) vs. Paint gravity (y)
Curry sits alone at the extreme of perimeter gravity. Shaq sits alone at the extreme of paint gravity. LeBron and Magic occupy the middle, players who pull defense both directions.
The Underrated Metric
Foul Pressure and Roster Disruption
Fouls drawn per 36 minutes almost never appears in fan debates. When a dominant player draws fouls constantly, two things happen: the opponent loses key defenders to foul trouble, and the dominant player scores at the line without the defense being able to do anything about it.
Fouls Drawn Per 36 Minutes
Career peak seasons
Shaq near 10 is not a typo. In some games he effectively removed two opposing centers from the rotation through foul accumulation alone.
The Context
The Rules That Rewrote the Game
The most consequential change of the modern era: elimination of illegal defense restrictions in 2001. Before that, teams could not freely zone or overload a side. That single change restructured the entire hierarchy of basketball skills.
Key Rule Changes and Strategic Impact
1976–2020
Each major rule change repriced the value of certain player archetypes. The 2001 illegal defense elimination was the single biggest shift.
💬 The Group Chat
L
lukey
ok give me the actual optimal lineup for each era. no debate. just the answer
N
nastynick
and explain why bird is not in the 2010s lineup because i will lose my mind
H
hollywood
bird was shooting 40 percent from three before there even was a three point line. he would feast
IJ
Inspector
magic at point guard in the modern nba? that is literally jokic but faster
L
lukey
nobody is comparing magic to jokic 😭
IJ
Inspector
i just did
the model picked. here are the lineups
The Results
The Optimal Lineup for Each Era
Three players anchor three of the four era lineups: Jordan, LeBron, Hakeem. Jordan because he scores efficiently without needing the three-point line. LeBron because his playmaking, scoring, and defensive versatility do not expire. Hakeem because rim protection and footwork do not expire either. The one exception is the 1980s lineup, where Magic Johnson absorbs the primary creation role that LeBron would otherwise hold. Four eras. Four rosters. The model picked five for each.
💬 The Group Chat
F
lightsout
so who holds value across ALL four eras. like who survives everything
R
Ryan
yeah who is the most portable player. not the best in one era. the most versatile
M
Marcus
lebron has to be the answer. but i want to see the chart
the heatmap
The Big Picture
Era Adaptability Across All Four Environments
Era Adaptability Heatmap
Estimated lineup value contribution · 0–10 scale · Green = elite value in that era
LeBron is the only player with no era below 7. Jordan drops to 8.5 in the modern era, as possession value shifts toward three-point creation. Curry scores a 4.5 in the 1980s, the lowest value of any player in any era.
"Jordan versus Curry is not a debate about who is greater. It is a debate about whether mastery is portable."
Some players dominate one rule set. Some players travel across all of them. The ones who travel are not necessarily the most spectacular at anything. They built range. That is the actual difference.
Going Deeper
Five More Ways to Look at This
The group chat kept going, as it always does. Five more views from the deeper phases of the simulation.
💬 The Group Chat
P
phillybluntz
ok but how does the model actually arrive at a number. like walk me through one possession
M
Marcus
yeah because the final number means nothing if we dont understand how you got there
J
Joe
break down one possession all the way through. one player one possession
N
nastynick
yeah show the math not just the answer
fine. here is one curry possession broken down start to finish
Possession Chain Waterfall
How one Curry possession builds to a final expected value · indexed from 1.00 baseline
Every bar indexes from 0. Green bars add value above the baseline. Red bars subtract. This is the model's logic on one possession.
Start at 1.00. Shot selection adds 0.17 because Curry's corner three tendency is the most efficient shot in the league. Player efficiency adds another 0.09 from a .669 TS%. Era rules add 0.06 through freedom-of-movement fouling. Lineup spacing adds 0.08. Defensive pressure subtracts 0.11 from focused coverage. The model is not complicated. It just runs that logic on every player in every era and lets the numbers argue.
💬 The Group Chat
L
lukey
ok but who actually guards who. like put shaq on curry and tell me what happens
H
hollywood
nightmare. absolute nightmare for shaq
K
Kevin
put the whole grid on screen. all ten players guarding all ten players
D
Dom
hakeem on curry is the one i want to see. that has to be chaos
F
lightsout
what about hakeem guarding everybody. he is cooked on the perimeter right
built the matrix. every matchup rated
Defensive Matchup Matrix
Defender (row) vs offensive player (col) · Dark green = defender wins · Dark red = nightmare
Shaq on Curry is the reddest cell. Hakeem defending post players is the darkest green. Every cell is an argument.
Read the rows as defensive résumés. Jordan and LeBron defend nearly everyone adequately. Shaq cannot guard anyone on the perimeter. Hakeem is the most complete defender in the matrix because his length neutralizes both post players and mid-range creators. The red cells in Curry's column show what happens when you put a slow-footed big on a point guard who shoots from 30 feet.
💬 The Group Chat
P
phillybluntz
give me one chart that shows how each player fits each era. like a fit score
R
Ryan
and overlay two players so we can see where they overlap
IJ
Inspector
lebron has to be the biggest shape. dude fits every era
N
nastynick
five dimensions. spacing. pace. physicality. scheme. role flexibility. go
done
Player Era Radar
Five dimensions of era fit · Larger shape = better cross-era versatility
The gap between Curry and Shaq on spacing fit tells the whole story. LeBron's shape is the most consistently large across all five dimensions.
Five axes: spacing fit, pace fit, physicality tolerance, scheme adaptability, role flexibility. A player with a perfect 1.0 on all five would be equally valuable in every era. Nobody scores that. LeBron comes closest. Curry's shape spikes hard on spacing and pace but collapses on physicality tolerance. That single axis explains why he is a 4.5 in the 1980s.
💬 The Group Chat
H
hollywood
can someone just show me what curry actually does to a defense. visually. on a court
M
Marcus
show the before and after. same play. with and without him on the floor
J
Joe
this is what i actually want from analytics. not numbers. just show me the court
L
lukey
like literally draw it
here you go
Floor Warping
Same offensive set · Without Curry vs with Curry on the floor
One defender gets pulled 28 feet from the basket. That opens a lane that did not exist before Curry touched the ball. This is gravity made visible.
Left court: standard pick-and-roll, five defenders compressed in the paint and midrange. Right court: same play with Curry as the off-ball threat. His defender has to follow him to the logo. That single coverage decision opens a direct lane to the rim. The ball has not moved. The floor has.
💬 The Group Chat
F
lightsout
real talk what does kobe actually average if you put him in todays game. like the real number
P
phillybluntz
and magic. magic in 2025 has to be filthy
K
Kevin
kobe in modern nba is still 28 a night minimum. do not @ me
IJ
Inspector
the answer is whoever loses the most is going to break the group chat
N
nastynick
shaq too. shaq with modern spacing is a 30 point guy minimum. easy
ran the pace normalization. some answers will annoy you
What If Scoring Translator
Actual PPG in their era vs pace-normalized projection · 2010s baseline · gray = actual · color = projected
Kobe's 35.4 drops to 28.9. High-volume isolation scoring in a slower era inflates raw numbers. Pace normalization and modern defensive schemes correct for it. Magic climbs. Jordan holds near flat. Green means the modern game helps them. Red means it does not.
The Answer
The Court Stayed the Same Size
Remove the three-point line and centers reclaim dominance. Allow zone defense and perimeter playmaking becomes critical. Increase three-point volume and the shooters run everything.
The simulation does not crown a single greatest player. It shows something more interesting.
Some players dominate one era. Curry collapses without the three-point line. Shaq loses his leverage when switching defenses make the paint survivable. Their greatness was real and it was also specific.
Some players survive every era. Jordan, LeBron, Hakeem. Their value does not expire because their skills were never dependent on a single rule environment.
And the rarest players do both. They spike in their native environment and hold value everywhere else. That is the actual measure. Not rings. Not points. Portability.
Jordan versus Curry is not a debate about who is greater. It is a debate about whether mastery is portable.
The court stayed the same size. The game on it never stopped evolving.
End of Analysis10 players · 4 eras · 11 iteration phases · ~250,000 tokens