8B Global LLM 以 Qwen3.5-8B 初始化，逐帧预测语义 token，同时对全局上下文进行建模。随机初始化的 0.6B Local LLM 沿深度轴预测帧内声学 token。训练分两个阶段进行：全局对齐首先建立 Global LLM 预测音乐语义的能力，随后对全局模型与局部模型进行全参数联合训练。这种分层协作使模型能够在保持歌曲级结构稳定性的同时，解析每一帧内的声学细节。
隐状态融合：从离散预测到连续音频渲染
传统系统通常将离散声学 token 直接送入解码器。Music 3.0 则改为融合来自 Global LLM 与 Local LLM 的连续隐状态，并以此作为 2.4B flow-matching 模块的条件。随后由 123M Flow-VAE 解码生成音频。完整路径如下：
[Verse 1]
Upload my heart to the cloud tonight
Save every spark of neon light
If this body starts to fade away
Let my code keep dancing in the data stream
Stay
[Chorus]
Cloud copy of me
Living on when these bones finally break free
Every joke, every scar
Every cheap memory we made
Save it, save it
Cloud copy of me
If the screen goes dark, I’m still in the machine
Every glitch, every dream
Every version you ever did see
Save it, save it
[Verse 2]
Tag every laugh in a secret folder
Archive the nights we outran the thunder
If the wiring turns to rust and gray
Hit restore… press replay
[Chorus]
Cloud copy of me
Living on when these bones finally break free
Every joke, every scar
Every cheap memory we made
Save it, save it
Cloud copy of me
If the screen goes dark, I’m still in the machine
Every glitch, every dream
Every version you ever did see
Save it, save it (oh)
[Bridge]
Even the crashes, the late-night confessions
The parts of me I never learned to mention
Don’t let the silence swallow me whole
Keep a ghost in the glow…
So I never go
[Final Chorus]
Cloud copy of me
Still laughing somewhere in the binary
Every joke, every scar
Every moment you saved for me
Save it, save it
Cloud copy of me
When the lights go out, I’ll still be in the machine
Dancing in the code that you still believe
Save it…
Save me
前卫浩室 / EDM，126 BPM，降 B 大调。沉思怀旧的段落升华为宣泄式、狂喜的副歌，配以顺滑的气声男高音、带侧链压缩的脉冲合成器、有力的俱乐部贝斯、清脆的鼓点，以及宽广的大厅混响。
[Verse 1]
I wish I’d called you back that night
Not stared so long at my own pride
I wish I’d said what scared me most
Instead of turning into smoke
[Chorus]
I wish you were here
Right now
Right here
Laughing at my bad ideas
Spilling secrets in my ear
I wish you were here
Right now
This year
Every little thing I do
Keeps circling back to you
[Verse 2]
I wish I’d learned to let things go
To lose an argument
Not you though
I wish I’d held you in that storm
Not tried to tough it out alone
[Chorus]
I wish you were here
Right now
Right here
Laughing at my bad ideas
Spilling secrets in my ear
I wish you were here
Right now
This year
Every little thing I do
Keeps circling back to you
[Bridge]
I wish on traffic lights
On receipts and license plates
On every almost-kind-of sign
That says it’s not too late
[Chorus]
I wish you were here
Right now
Right here
Tracing circles on my sleeve
Saying what you really mean
I wish you were here
Right now
This year
Every little thing I do
Keeps circling back to you
(Verse 1)
We were the kind who never stayed in one place,
Running through the city with the wind in our face.
Trading every secret like a currency of trust,
Didn’t know the moment when it started turning dust.
(Pre-Chorus)
I still scroll back just to see your name,
But the messages feel like another game.
(Chorus)
Forever friends – we promised it one day,
And we haven’t seen each other since the following day.
Guess forever’s quicker than we thought it’d be,
Faded like a sticker on a teenage diary.
Yeah, we said we’d never change… but life got in the way.
(Verse 2)
Now you’re a highlight in a story I outgrew,
A blurry little moment in a world that was new.
Funny how the rhythm doesn’t hit the same beat,
When the people that you dance with walk off down another street.
(Pre-Chorus)
I could call you up, but what would I say?
“Hey, remember us?”—it feels too far away.
(Chorus)
Forever friends – we promised it one day,
And we haven’t seen each other since the following day.
Guess forever’s quicker than we thought it’d be,
Faded like a sticker on a teenage diary.
Yeah, we said we’d never change… but life got in the way.
(Bridge)
Maybe we just ran out of the same headline,
And maybe that’s okay — stories shift over time.
Still I hope you’re smiling somewhere out there tonight,
Living loud, living free, living your own life.
(Final Chorus)
Forever friends – we promised it one day,
And we haven’t seen each other since the following day.
But the beat keeps moving and I’ll be okay,
Even if our forever only lasted one day.
理解创作意图
AI 生成的音乐听起来可能像一首完整的歌曲，却仍会偏离最初的创作要求。指定的乐器可能会逐渐从编曲中消失，预期的情绪特质可能随着歌曲发展而减弱，要求的演唱风格可能只出现在某个段落，而无法贯穿全曲保持一致。
Music 3.0 引入了一种更具表现力的音乐描述框架。它不再用单一的全局标签来概括整首作品，而是使用结构化描述（Structured Captions）以精细的时间粒度来描述音乐。这些描述会标注流派、速度、拍号、调性、使用场景和制作特征，同时追踪情绪起伏；主奏与辅助乐器的进入和退出；律动与低频能量的发展；以及演唱方式、和声和声乐效果在段落层面的变化。
[Verse]
Up in the sky I feel alive
Wind in my hair feel the dive
Hold my breath I see the ground
Heart is racing no turning around
[Verse 2]
Jump into the blue without a fear
Clouds are whispering you’re near
Open wide let the colors show
Parachute flyin\' high in the glow
[Chorus]
Falling free just you and me
Parachute spread like wings we see
Touch the earth we\'re born anew
In the sky I found the truth
[Bridge]
Weightless moments pure delight
Riding currents day and night
Just a canvas in the air
Painting dreams without a care
[Chorus]
Falling free just you and me
Parachute spread like wings we see
Touch the earth we\'re born anew
In the sky I found the truth
[Outro]
Safe landing coming in
Start again where dreams begin
Parachute my safety net
Sky’s the limit no regrets
巴洛克流行 / 情绪摇滚，162 BPM，降 E 小调。庄严而哀婉的开场推向华丽恢弘的“音墙”式终章，配以粗粝而富有戏剧性的男中高音、管弦乐弦乐、羽管键琴、失真吉他、猛烈的鼓点，以及一段桀骜不驯的骤停段落。
[Verse]
Accept your share of suffering
as a soldier of Jesus our King
Soldiers don’t aimlessly wander
They work to please their officer
Athletes in the competition
Don’t make up rules as their goin\'
The farmer who works hard sowing
Should have first share of the reaping
[Pre-Chorus]
Think about what I am sayin\'
God will give you understandin\'
[Chorus]
Be strong in the grace of Jesus.
The sound teachings you have witnessed
Entrust to ones who will teach well
Not just look out for themselves
Be strong in the grace of Jesus.
The sound teachings you have witnessed
Entrust to ones who will teach well
Not just look out for themselves
[Verse]
Accept your share of suffering
as a soldier of Jesus our King
Soldiers don’t aimlessly wander
They work to please their officer
Athletes in the competition
Don’t make up rules as their goin\'
The farmer who works hard sowing
Should have first share of the reaping
[Pre-Chorus]
Think about what I am sayin\'
God will give you understandin\'
[Chorus]
Be strong in the grace of Jesus.
The sound teachings you have witnessed
Entrust to ones who will teach well
Not just look out for themselves
Be strong in the grace of Jesus.
The sound teachings you have witnessed
Entrust to ones who will teach well
Not just look out for themselves
[Bridge]
The gospel truth of Jesus
The descendant of David
Who\'s died and resurrected
For which I am in chains
The gospel truth of Jesus
The descendant of David
Who\'s died and resurrected
It cannot be contained
They can put me in prison
BUT THE GOSPEL CAN\'T BE CHAINED!
[Breakdown to drums-Chorus]
Be strong in the grace of Jesus.
The sound teachings you have witnessed
Entrust to ones who will teach well
Not just look out for themselves
[All in Chorus]
Be strong in the grace of Jesus.
The sound teachings you have witnessed
Entrust to ones who will teach well
Not just look out for themselves
(Verse 1)
I grab my pen, heart starts to race,
Time to escape, to claim my space.
Each stroke of ink breathes life anew,
Worlds awaken where dreams come true.
(Chorus)
I’m weaving tales untold, characters bold,
Adventures unfold in colors and gold.
Through ink and paper, I carve my way,
In this realm of wonder, forever I stay.
(Verse 2)
From the shadows of mind, stories ignite,
Panels bloom under late-night light.
Lines and curves carry all my soul,
Where impossible dreams find control.
(Chorus)
I’m weaving tales untold, characters bold,
Adventures unfold in colors and gold.
Through ink and paper, I carve my way,
In this realm of wonder, forever I stay.
(Bridge)
Every stroke sparks a rush inside,
Bringing visions I can’t hide.
In this endless sea of creation,
I chase the thrill, my true salvation.
(Chorus – with lift)
I’m weaving tales untold, characters bold,
Adventures explode in stories retold.
Through ink and paper, I find my fire,
In imagination’s glow, I never tire.
(Outro)
So I’ll keep creating, with passion so free,
This world of my making is where I belong—me.
Pen in hand, heart open wide,
In stories forever, my spirit will ride.
[Verse 1]
I\'m feeling like a million bucks today
Nothing\'s gonna stand in my way
The sun is shining and the sky is blue
I\'ve got a feeling that I\'m gonna make it through
[Chorus]
Oh oh oh, I\'m on top of the world
Oh oh oh, I\'m on top of the world
Nothing can stop me now
I\'m reaching for the stars and I\'m never coming down
[Hook]
I\'ve been having revelations
Repenting for my sins
In attempt to make amends
Before the end begins
Lord knows that we\'re holy
But only god can win
Prophecy fulfilling slowly
Before the end begins
[Verse]
Jesus came to save us
He died so we could live
So his will could carry on
Before the end begins
And god he sent his only son
To bear the weight of what we\'ve done
Our evil deeds must weigh a ton.
(Somewhere the end has just begun)...
[Instrumental dance bridge]
Uuuuuuuuun
Just
Beguuuuuuu
Uuuuuuuuun
[Hook]
I\'ve been having revelations
Repenting for my sins
In attempt to make amends
Before the end begins
Lord knows that we\'re holy
But only god can win
Prophecy fulfilling slowly
Before the end begins
[Verse 1]
Upload my heart to the cloud tonight
Save every spark of neon light
If this body starts to fade away
Let my code keep dancing in the data stream
Stay
[Chorus]
Cloud copy of me
Living on when these bones finally break free
Every joke, every scar
Every cheap memory we made
Save it, save it
Cloud copy of me
If the screen goes dark, I’m still in the machine
Every glitch, every dream
Every version you ever did see
Save it, save it
[Verse 2]
Tag every laugh in a secret folder
Archive the nights we outran the thunder
If the wiring turns to rust and gray
Hit restore… press replay
[Chorus]
Cloud copy of me
Living on when these bones finally break free
Every joke, every scar
Every cheap memory we made
Save it, save it
Cloud copy of me
If the screen goes dark, I’m still in the machine
Every glitch, every dream
Every version you ever did see
Save it, save it (oh)
[Bridge – new, optional but recommended]
Even the crashes, the late-night confessions
The parts of me I never learned to mention
Don’t let the silence swallow me whole
Keep a ghost in the glow…
So I never go
[Final Chorus – softer / layered]
Cloud copy of me
Still laughing somewhere in the binary
Every joke, every scar
Every moment you saved for me
Save it, save it
Cloud copy of me
When the lights go out, I’ll still be in the machine
Dancing in the code that you still believe
Save it…
Save me
轻快波萨诺瓦 / 巴西流行，88 BPM，降 D 大调。宁静而冥想，逐渐生长为沉稳自信，配以清澈亲密的女性女高音、松弛的乐句处理、轻柔上扬的钩子、柔和的吉他、钢琴、克制的贝斯，以及细腻的打击乐。
I breathe in peace, the simple joy of now I honor all the wisdom that the present allows My cup is full, I have everything I need right here Surrounded by soft connections, holding love so near I give and receive freely, a beautiful, steady flow I am seen, I am cherished, loved deeply as I go.
Now the ground is firm beneath my gentle feet A powerful knowing, perfectly complete. I listen close to the inner guidance I hold true.
I am steady light, unbothered by the noise outside I am confidence, where courage loves to reside I step forward now, with clear intent and heart ablaze I move mountains gently, in a thousand patient ways I succeed now, I achieve now, the outcome is clear and bright My inner strength is my constant guiding light.
My intuition speaks softly, a wisdom that guides my way The Universe unfolds beauty, every single day Everything arrives for me, in the perfect, knowing time I trust the flow of life, a rhythm so sublime My body is resilient, strong and full of grace My spirit is vibrant, illuminating every space.
Like a river flowing, perfectly on time Every drop is necessary, a beautiful design I release all worry, all the need to rush I am brave, I am persistent, and success is in my touch. My whole being is filled with strength, glowing, alive, and free.
I am steady light, unbothered by the noise outside I am confidence, where courage loves to reside I step forward now, with clear intent and heart ablaze I move mountains gently, in a thousand patient ways I succeed now, I achieve now, the outcome is clear and bright My inner strength is my constant guiding light.
"Strong and peaceful..." "Loved and thriving..." "The perfect time is always now..." "It is done, it is complete, it is well..."
[Verse]
Blue sky whispers don\'t be late
Green grass stretches like a plate
The sun is winking through the trees
A day like this is made to tease
[Chorus]
Blue sky green grass sunny day
Let the world spin the other way
No need to run no need to stay
Just blue sky green grass sunny day
[Verse 2]
Birds are laughing high and wide
Clouds are playing seek and hide
I feel the breeze it tells a joke
The kind that lingers when it\'s spoke
[Chorus]
Blue sky green grass sunny day
Troubles fade like shadows play
Dance with time let it delay
Just blue sky green grass sunny day
[Bridge]
No map no plan no ticking clocks
Barefoot feet on skipping rocks
Catch the air hold it tight
This is ours this feels right
[Chorus]
Blue sky green grass sunny day
Let the worries float away
The world can wait come what may
Just blue sky green grass sunny day
( intro )
(Verse 1)
Neon shadows on the avenue tonightTaxi horns and people passing in the lightThe rhythm of the street begins to playAnd every heartbeat’s dancing anyway
(Pre-Chorus)
Footsteps echo down the boulevardA thousand stories written in the dark
(Chorus)
Boogie in the city lights tonightFeel the rhythm glowing neon brightEvery heartbeat moving to the soundLost and free while the world spins aroundBoogie in the city lights so wildWhere every stranger dances like a childIn the glow where the midnight ignitesWe’re alive in the city lights
(Verse 2)
Windows shining like a million starsMusic drifting softly from the barsEvery corner hides a melodyAnd every dream feels closer to be free
(Pre-Chorus)
Streetlights flicker like a disco ballThe night is calling, hear the music call
(Chorus)
Boogie in the city lights tonightFeel the rhythm glowing neon brightEvery heartbeat moving to the soundLost and free while the world spins aroundBoogie in the city lights so wildWhere every stranger dances like a childIn the glow where the midnight ignitesWe’re alive in the city lights
(Bridge)
The skyline sways like a moving seaAnd the night keeps singing endlesslyFrom rooftop highs to subway beatsThe whole wide city’s dancing in the streets
(Final Chorus)
Boogie in the city lights tonightLet the darkness turn to shining lightEvery dream is burning in the airAnd the music’s everywhere we stareBoogie till the sunrise paints the skiesWhile the rhythm never says goodbyeIn the glow where our hearts uniteWe keep dancing in the city lights
( outro )
Your face is in the mail
You left it here
Forgot all about it
As you packed your gear
I know you don’t
Want to hear this
But
I really don’t think
You need it
You look in the mirror
You don’t like what you see
You can’t leave home
Without it
You’re beautiful
I’m telling you
But
You just don’t believe
Me anyway
You look in the mirror
You don’t like what you see
You just think I’m saying it
Because I’m your mum
But really
It’s a fact
You don’t need that
Make up
Love
You look in the mirror
don’t like what you see
In that way
You’re just like me
When I was so much younger
I didn’t like me either
So I just looked away
Couldn’t face a mirror
without a frown
Hated my own features
Couldn’t see a redeeming
Thing in there
I looked in the mirror
I didn’t like what I saw
So you’re just like your mother
Just like any other
Teenager out there
It’s all the same nowadays
Everybody wants to be
Perfect
Nobody feels they’re worth it
Everybody needs to see that
We can’t all be beauty models
We all look in that mirror
Nobody likes what they see
But
We are all beautiful
On the inside
Our hearts and souls
Are what we need to show
That essence within
Needs to be seen
True beauty shines within…
