FaceOff: Bloom’s Taxonomy vs. 12 Angry Men’s Verdict Consensus (How “Understanding” Died – and Engineering Took the Stand) – NeuraPump MBA Harvard's Misleading Theory on Trial, No Scientific Definition, No Taxonomy at all Case Study
Genre: House x Hip Hop x March
“If you can decide, you understand. If you can’t output, you don’t.”
--- ⏱ 4'31" | 5-Star | 2025-12-16-02 by ATG @ GEN
▶ “If you can decide, you understand.
If you can’t output, you don’t.”
[PROLOGUE — The Classroom Myth | Innocence]
They drew a pyramid on a Harvard slide,
Said “Climb it slow, that’s learning’s pride.”
Remember… Understand… Apply in line,
Six clean steps — looked so divine. Yee-Yee! 🎓✨
They said, “Understanding lives in your head.”
Quiet. Private. Untested. Said.
No output needed. No proof required.
Just feel you get it — and you’re certified. Eh-Eh-Eh!
[ACT I — The Pyramid Rises | Awe]
Bloom stood tall like a marble god,
Taxonomy carved, universally nod’d.
Teachers bowed, exams obeyed,
“Understanding” — nobody asked how it’s made.
They graded thoughts they couldn’t see,
Rewarded silence called “deep maturity.”
If you couldn’t speak — maybe you “knew inside,”
A thousand A’s… and nothing applied.
[HOOK — THE FIRST CRACK]
🎵 If understanding lives unseen, Uh-Uh!
Why does it fail when the world steps in?
If you can’t decide, can’t act, can’t stand,
Is that “understanding” — or just pretend? or just pretend? or just pretend? 🎵
🎵 If understanding lives unseen, Eh-Eh!
Why does it fail when the world steps in? Eh!
If you can’t decide, can’t act, can’t stand,
Is that “understanding” — or just pretend? or just pretend? Yeah! or just pretend? Yeah! 🎵
[ACT II — Enter the Jury | Doubt]
No PhD’s. No theories read.
Twelve strangers. One room. One man might be dead. Yeah! ⚖️
No Bloom chart on the courtroom wall,
No “learning objectives” pinned at all.
Just facts. Just doubt. Just human tone.
And a verdict no one makes alone.
They argue. They clash. They tear each claim,
Expose weak logic, strip false blame.
No one says, “I feel I know.”
They ask one thing: Can this verdict go?
[HOOK — THE QUESTION THAT KILLS]
🎵 Tell me, Bloom — where do they stand?
Which level fits a verdict planned?
They don’t explain, they don’t create,
But one decision seals a fate. 🎵
🎵 Tell me, Bloom — where do they stand?
Which level fits a verdict planned?
They don’t explain, they don’t create,
But one decision seals a fate. 🎵
🎵 Tell me, Bloom — where do they stand?
Which level fits a verdict planned?
They don’t explain, they don’t create,
But one decision seals a fate. 🎵
🎵 Tell me, Bloom — where do they stand?
Which level fits a verdict planned?
They don’t explain, they don’t create,
But one decision seals a fate. 🎵
[ACT III — The Paradox Explodes | Conflict → Rage]
No “Understand” checkbox gets ticked,
Yet justice moves — precise, strict.
A man walks free. Or goes inside.
The world accepts what twelve decide.
Bloom says, “Understanding comes before use.”
The jury says, “Output is the proof.”
They don’t study justice. They do it live.
Under pressure. No second try.
If they don’t “understand,” then nothing does.
Not courts. Not laws. Not us. Not was.
[HOOK — THE FACE-OFF CHANT]
🎵 No output — no understanding!
No verdict — just hand-waving!
If it can’t survive debate and fire,
It’s not insight — it’s a liar! 🎵
🎵 No output — no understanding!
No verdict — just hand-waving!
If it can’t survive debate and fire,
It’s not insight — it’s a liar! 🎵
🎵 No output — no understanding!
No verdict — just hand-waving!
If it can’t survive debate and fire,
It’s not insight — it’s a liar! 🎵
🎵 No output — no understanding!
No verdict — just hand-waving!
If it can’t survive debate and fire,
It’s not insight — it’s a liar! 🎵
[ACT IV — GPT Enters the Court | Shock]
Then came the machine — no soul, no fear.
No Bloom. No ladder. Just loss and gear. 🤖⚙️
It spoke correct. It reasoned clean.
Physics held. History stayed mean.
It didn’t “feel” — it output right.
Again. Again. Day and night.
Weights first. Networks grown.
Understanding emerged, not shown.
No one asked, “Do you understand?”
They asked: Does it work when it must stand?
[BRIDGE — The A-Ha Verdict | Revelation]
Understanding is not a thought.
It’s a stable output you can’t shake off.
Loss. Backprop. Gradient down.
RLHF locks the judgment crown.
Short-term insight? That’s hallucination.
No output loop? That’s self-deception.
Memory and use were never apart.
Bloom split them — that was the start.
[FINAL HOOK — EXECUTION OF THE PYRAMID | Cold Verdict]
🎵 Understanding isn’t what you claim,
It’s what survives pressure, time, and flame.
No output — no right to say, “I understood it anyway.”
Bloom’s star falls. The court stands firm.
Consensus beats the classroom term.
If you can decide, you understand.
If you can’t output — case dismissed. 🎵
[CODA — The Judge Speaks | Silence → Finality]
Understanding is not mystical.
It is engineering-stable behavior.
If it cannot be recalled, applied, debated, corrected, and reproduced — it never existed.
Court adjourned.
[HOOK — THE FACE-OFF CHANT]
🎵 No output — no understanding!
No verdict — just hand-waving!
If it can’t survive debate and fire,
It’s not insight — it’s a liar! 🎵
🎵 No output — no understanding!
No verdict — just hand-waving!
If it can’t survive debate and fire, it’s not insight! 🎵