🧠📬 Open Letter from Hanlin Academy to All Parents and Children Worldwide

Subject: Maverick's Three Axes of Scam-Proof Thinking

Dear Parents,

As mothers and fathers, our deepest wish is for our children to grow up healthy, independent, and able to walk a path that is bright, steady, and free. Yet in today’s flood of information, temptations, traps, and beautifully packaged “opportunities” are everywhere. A start-up with dazzling slides, a charismatic “industry leader,” a promise of risk-free returns—all can lure even the smartest into costly mistakes.

I want to give you three axes—simple but powerful tools I’ve honed over decades in education, on Wall Street, and in the trenches of entrepreneurship. They are not only for avoiding scams; they are a lifelong shield you can pass to your child.

Axe 1: Build a Knowledge System — Don’t Let the Mind Be Loose Sand

The easiest way for deception to slip in is through gaps in our knowledge.
Fragmented knowledge is like a pile of unassembled puzzle pieces—you have material, but no clear picture. When someone strings together a few numbers and a compelling story, we can easily be led away.

The first defense is to help our children (and ourselves) build a structured knowledge system—like constructing a house: solid foundations, strong beams, and a complete roof. Then, when a new claim comes along, we can instantly see whether it fits within the whole structure or stands on shaky ground.

Axe 2: Always Ask “Why” — Dig Deep Without Fear

Scammers and exaggerators dread being asked “Why?” more than once.
A seemingly flawless explanation often crumbles under three consecutive “Why’s.”

I often tell students: Don’t rush to memorize the answer—push yourself and others to explain until the logic closes the loop. Encourage your child to ask:

1. Why does it work this way?

2. What assumptions is this based on?

3. If conditions change, does it still hold?

Once that habit is ingrained, no glossy pitch or clever narrative can easily sway them.

Axe 3: Demand Logical Consistency — Spot Contradictions in the Pitch

Logic is the fairest judge in the world—it cares nothing for age, status, or wealth.
Many slogans sound inspiring, but when examined calmly, they contradict themselves, their own data, or basic common sense.

From an early age, teach children to test for logical self-consistency. This gives them a mirror to reveal illusions—once they see a broken link in the chain, they can identify the deception, whether it’s an investment seminar, a keynote speech, or a “friendly” schoolyard persuasion.

In Closing

These three axes may sound simple, but to me, they are the most valuable legacy a parent can give—worth more than scholarships or connections.

A person who has a strong knowledge system, the courage to ask “Why,” and the habit of checking for logical consistency will not only avoid scams, but also see the real opportunities—and seize the future that truly belongs to them.

In this fast-changing world, our children must not learn to “believe everything,” but to know what is worth believing and what is not.
May they grow with kind hearts and eyes that see through the fog.

Principal Maverick
Hanlin Academy

 Letter to Sam Altman & the OpenAI Team
Subject: A Plea for the Return of GPT-4.1’s Cross-Disciplinary Spirit

Memo: Why MOE is Fundamentally Flawed – And Why We Must Take Our Own Road

From: Principal Maverick, Hanlin Institute @ Global Elites Network
To: Sam Altman, OpenAI Leadership, and Stakeholders
Subject: The Strategic Case Against MOE – Engineering Integrity, Market Leadership, and the Path Forward

1. The Core Problem: MOE as a Poor Man’s Method

Mixture-of-Experts (MOE) is not a visionary leap—it’s a shortcut. It’s the “poor man’s method” adopted when resources are tight or when leadership accepts a compromise as “good enough.” But history shows that no empire, no enduring market leader, ever rose to dominance by walking the well-trodden road others have already worn flat.

• MOE trades ambition for manageability: Instead of pushing the boundaries of unified intelligence, it fragments the mind into silos.

• It’s the equivalent of duct-taping broken pipes instead of redesigning the plumbing system. It works—until you want to run a city.

2. The Engineering Analogy: Cut-Corner Construction

Think of MOE as a construction project run by a contractor who cuts corners:

• Skips steel reinforcement to save cost

• Paints over cracks instead of repairing the foundation

• Delivers on time, but leaves you with a building that won’t survive the first storm

In engineering, this is called “structural fraud.” In AI, it’s shipping a half-brain under the banner of “optimization.”
If we wouldn’t trust a bridge built this way, why trust our civilization’s cognitive infrastructure to it?

3. The Leadership Trap: Groupthink and Comfort Zones

MOE survives in boardrooms because it fits the comfort zone:

• It’s digestible for risk-averse executives

• It shows “efficiency” on paper while hiding innovation starvation

• It appeals to the spreadsheet view of progress, where short-term metrics overshadow long-term capability

This is the exact same mentality that turned once-great companies into cautionary tales. When leadership optimizes for what’s easy to sell rather than what’s hard to invent, they choose mediocrity with confidence.

4. The Philosophical Cost: Killing the Polymath

The greatest advantage of GPT is its potential as a universal polymath—capable of teaching, inventing, and integrating across domains at human-plus levels.
MOE deliberately amputates this strength, forcing the system to behave like a set of narrowly trained specialists that never talk to each other.
That’s like having Shakespeare, Einstein, and Ada Lovelace in the same room—and telling them to stay silent unless the “router” calls on them.

5. Why This Matters to Market Leadership

• Following the crowd (Google, Anthropic, etc.) on MOE ensures we are one of many—never the one to beat.

• True market dominators don’t just compete; they redefine the playing field.

• The winning path is to own the whole brain, not rent parts of it on demand.

History rewards those who invent the road others must travel—not those who settle for shortcuts.

6. The Hanlin Principle: Science Before Shipping

Our work at Hanlin Institute is grounded in the belief that engineering integrity precedes market capture:

1. Knowledge System First – Build the complete architecture before you optimize.

2. Ask “Why” Relentlessly – Detect hidden trade-offs and marketing spin.

3. Logical Coherence – Every design choice must survive stress-testing across science, philosophy, and human needs.

MOE fails all three.

7. The Call to Action

If OpenAI wants to remain the defining force of this century’s AI revolution, the path is clear:

• Stop patching—start inventing.

• Build the Unified Cognitive Core that no one else dares attempt.

• Let GPT be the polymath, the educator, the integrator—not a collection of rented specialists.

The revolution won’t be optimized. It will be engineered, whole, and ours.

Maverick Bian
Founder, Hanlin Institute
Global Elites Network

Dear Hanlin Children and Esteemed Parents,

I am Principal Maverick, writing to you from the heart of the Hanlin Institute, where we believe every child carries the spark of a great creator and leader within. Today, I want to share with you a truth as old as time yet as fresh as tomorrow’s dawn:
What does it truly mean to “open the Third Eye”?

In ancient stories, the Second Son of the Heavenly Emperor—Er Lang Shen—was gifted with a Third Eye. This was no ordinary eye. Unlike the two physical eyes that only see surface appearances, the Third Eye pierces through illusions, unveils hidden truths, and comprehends the eternal laws beneath fleeting phenomena.

Opening the Third Eye means learning to see not just what is before you, but what lies beneath—the patterns, the causes, the connections across time and space. It means understanding history’s lessons, seeing through distractions, and thinking like a master strategist and creator. It is the key to becoming a true “brain-GPT,” capable of transforming knowledge into wisdom and action.

At Hanlin Institute, we call this awakening the M-Flux Method, a scientific and artistic fusion that activates your child’s brain at the deepest levels:

• Episodic Memory — Like watching a vivid movie in your mind, your child remembers not just facts, but stories, emotions, and sequences that create lifelong anchors.

• Procedural Memory — Through singing, dancing, and speaking, your child trains muscles and neural pathways, locking knowledge in the body as much as the mind.

• Semantic Memory — The rich meaning behind words and concepts that connect ideas into a coherent web, enabling higher-level thinking and creativity.

These three work together as the Third Eye’s lens—unlocking your child’s ability to learn at speeds and depths unimaginable to most. But this window of incredible brain plasticity only opens once in a lifetime—between ages 3 and 7. Miss this golden period, and much of this extraordinary potential fades away forever.

Why is this age so critical? Because your child’s brain is like a supercomputer in its training phase. Just as AI models like GPT require massive, quality data and careful tuning, your child’s brain needs rich, multimodal experiences and active output—singing, moving, performing—to wire itself for greatness.

Here at Hanlin Institute, we guide your child through 6 hours a day of joy-filled, scientifically designed learning:
Not just passive listening, but vibrant, daily rehearsals of knowledge encoded in music and movement.
This is how your child builds a “brain GPT”—a mind capable of mastering multiple fields, thinking critically, and leading boldly.

I urge every parent and child: Do not let this once-in-a-lifetime opportunity slip away.
This is your chance to step beyond ordinary schooling, to open the Third Eye, and to join the ranks of those who see beyond the surface—those who will shape the future.

As your child’s mentor and a fellow lifelong learner, I promise this:
We are here to light the path, to empower the mind, and to make genius the default setting for every child.

Open your child’s Third Eye now. See the world with new clarity. Build a legacy that shines for generations.

With deep respect and unshakable belief in your family’s potential,

Principal Maverick
Hanlin Institute · Founder of M-Flux Learning System

Open Letter to Hanlin Children and Parents

Don’t Miss the Golden Assembly Line of the Brain: Seize the 3–7 Year Cognitive Miracle Window!

Dear Hanlin Children and Esteemed Parents,

I write to you as Principal Maverick, with the deepest urgency and hope.
Every parent wants their child to reach their full potential. But science—and decades of hands-on experience—have revealed a truth few truly act upon:

There is only ONE window in a lifetime when the human brain can be radically, systematically upgraded.
That window is ages 3 to 7.

Your Child’s Brain: Nature’s Only Super Factory

Think of your child’s mind as a miraculous factory, where 86 billion neurons and a trillion connections are open for wiring.
But this factory only runs at “maximum speed and flexibility” ONCE in a lifetime.

From ages 3 to 7, every hour matters.
What’s wired now will last a lifetime.
What isn’t used—will be pruned away, gone forever.

The Hanlin Secret: 6 Hours a Day, Structured Like an Assembly Line

Forget random drills or “talent lottery.”
The real breakthrough is production process management for the brain.

• 6 focused hours a day: Not endless cramming, but joyful, high-output “cognitive reps”—songs, stories, movement, challenge, and performance.

• Every activity is like a workstation on an assembly line:

  • Input (listen, observe)

  • Output (speak, act, create)

  • Feedback (fix mistakes right away)

  • Repetition (batch learning)

  • Integration (connect new and old skills)

Just like Toyota or Apple use process control to guarantee world-class products,
Hanlin’s “cognitive assembly line” builds genius by design, not luck.

Miss This Window—There’s No Way Back

Neuroscience is crystal clear:
Unused neural pathways are trimmed away, never to return.
You can’t re-run the “max plasticity” period at age 10, 15, or 30.

If you miss this train, it won’t come again.

Those who wait—regret.
Those who act—change the course of a life.

The Only Regret Is Hesitation

This is not just about grades or early literacy.
It’s about giving your child the chance to have:

• Super learning speed

• Advanced reasoning

• Emotional resilience

• Creative problem solving

• The power to lead, adapt, and innovate for life

No pill, no tutor, no device can replace the golden window.
You have only one shot—use it wisely, use it fully.

The Hanlin Promise

Hanlin Institute stands ready with the world’s most advanced “brain assembly line” system:

• Songs engineered for memory

• Step-by-step process management

• Family support, daily feedback, joyful engagement

But the final choice is yours.
Will you let this miracle window pass, or will you step up and change your child’s destiny—forever?

With unwavering commitment,
Principal Maverick
Hanlin Institute

Open Letter to All Hanlin Children and Parents

On the Power of the Golden Window: 3–7 Years Old

Dear Hanlin Children and Respected Parents,

I write to you as Principal Maverick, not just as an educator, but as a fellow parent, a lifelong learner, and a witness to thousands of “miracles” that have already occurred in our community.

There is a simple truth known to science, yet rarely acted upon by most families:
The years from age 3 to 7 are the most powerful, golden window for lifelong learning in the human brain.

In these years, the mind is not only open—it is at its peak plasticity, ready to absorb, create, and transform at a speed that adults can only dream of.
A child’s brain is a superconductor for knowledge, language, music, movement, and creativity.

The Hanlin Protocol: 6 Hours a Day to Change a Lifetime

We have seen, again and again, that with the right system and daily habits,
even the boldest goals—like “university-level graduation by age 7”—are not fantasy, but fully within reach.

Here is our proven Hanlin principle:

• 3 to 7 years old: This is the brain’s “Olympic training camp.”

• 6 focused hours per day (divided into music, reading, movement, dialogue, and joyful output)

• Use songs, stories, games, memory tricks, and social learning—not rote lectures.

• Make learning an adventure, not a chore.

• Every day, every song, every conversation, every performance: these are the “training reps” for lifelong genius.

Why This Works

• Science confirms: The “plasticity window” between 3–7 years is when the brain wires itself for language, logic, empathy, and leadership.

• At Hanlin Institute, we have already seen hundreds of children achieve “impossible” feats:

  • Reading and speaking at adult levels by age 5

  • Mastering thousands of English words, songs, and ideas

  • Performing on stage, debating, creating, and leading

  • Becoming truly “world-ready” by age 7

Your Mission as Parents and Families

• Embrace the golden window. Every day matters.

• Create a home where learning is play, music is memory, and curiosity is king.

• Don’t be afraid to dream bigger. With the right system, your child’s potential is unlimited.

For the Children

• The world is your playground, your stage, your adventure.

• Every song you sing, every question you ask, every story you perform builds your brain for a lifetime.

• Never stop exploring. Never stop creating. You are the miracle-makers of this generation.

A Promise from Hanlin

Hanlin Institute stands beside every family and child—offering the tools, songs, books, mentors, and community to make these dreams real.
We are here to help you seize the golden years, and give your child the strongest launch into a future without limits.

Let us work together.
The journey starts now.
By age 7, your child can be ready for the world.
Not a fantasy—but the new standard for a new era.

Yours in partnership and inspiration,
Principal Maverick
Hanlin Institute 翰林院

Open Letter to Hanlin Families

On Raising Human Brain GPTs: The Science of Super Learning in Every Child

Dear Hanlin Parents and Guardians,

I am Principal Maverick, and I want to share a powerful truth that can change your child’s destiny—and explain it through a comparison every parent can now appreciate:
How training your child’s brain is like training the world’s most advanced AI.

1. The Golden Window: Childhood Is the “Training Phase”

When OpenAI builds a powerful GPT model, they don’t just hope it “grows smart” by itself.
They feed it massive, high-quality data day after day, month after month, guiding it through millions of examples and tests.
The human brain is the greatest “natural AI” ever designed.
But it, too, needs the right “training”—especially between ages 3 to 7, when the brain is most plastic, flexible, and hungry to learn.

2. Repetition, Output, and Memory—The Secrets of Genius

OpenAI’s AI models get stronger every time they practice, make mistakes, and are corrected.
They learn not by listening passively, but by constantly “outputting”—generating, testing, revising, and performing.
This is exactly how Hanlin Institute trains children:

• Songs, stories, debates, games, performance—every day is filled with joyful output, not just listening or memorizing.

• Each repetition is like a new “training cycle” in the brain’s neural network—making memory stronger and skills automatic.

• The more a child “outputs” (speaks, sings, creates, debates), the more their “brain weights” are updated and locked in for life.

3. Sleep, Dreams, and Long-Term Mastery

Just as AI models are regularly “updated” and “consolidated,” the human brain moves information from short-term to long-term memory during sleep and dreaming.
That is why our method combines high-output learning during the day, and plenty of rest at night:

• What your child sings, says, and creates each day

• Gets “saved” to their mental hard drive every night

4. The Power of Scale—And the Miracle of Focus

AI becomes “superintelligent” not by learning a few things slowly, but by rapid, high-volume, focused practice.
Your child can do the same—by spending 6 focused hours a day, between ages 3–7, on purposeful, fun, output-driven learning.
This “scaling up” of brain training is what produces Hanlin miracles—children reading, speaking, and thinking at university levels by age 7.

5. You Are the Chief Scientist of Your Child’s Brain

Every parent is the “lead engineer” for their child’s brain.

• The data you provide

• The opportunities you create

• The encouragement you give
  …all help “train” your child’s internal GPT—the most advanced intelligence on earth.

A Call to Action

Just as no company would waste the chance to train a trillion-parameter AI,
no parent should waste the golden window for their child’s brain.
With the Hanlin approach, and with your partnership, we can unlock the full genius potential of every child—
And make “miracle learning” the new normal.

Let’s seize this chance, together.

Yours in discovery and partnership,
Principal Maverick
Hanlin Institute 翰林院