Q: x∈X, Models: M1​,…,MN​, Evaluation: fi​:X→Y,gi​:X×Y→R Answer: yi(1)=fi​(x),i=1,…,N Cross Review: sji​=gj​(x,yi(1)​), j,i=1,…,N wj​≥0,j=1∑N​wj​=1 Bi​=j=1∑N​wj​sji​ Disassembly: yi(1)​→{ci1​,…,cimi​​} Gathering: C={c1​,…,cM​} Graphing: G=(V,E),V={v1​,…,vM​}↔C Physarum model: Lmn​>0, Dmn​(t)≥0, pm​(t), Qmn​(t)=Dmn​(t)Lmn​pm​(t)−pn​(t)​ Rules: dtdDmn​​=α∣Qmn​(t)∣−μDmn​(t),α,μ>0 Infomation: Im​=n∑​∣Qnm\*​∣ Scoring: Sm​=λIm​+(1−λ)Bm​,0≤λ≤1 Information density: βm​=∑k=1M​Sk​Sm​​,m∑​βm​=1 Core: Ecore​=m=1∑M​βm​em Conductor: y^​=G(x,{(cm​,βm​)}m=1M​,Ecore​)

This song is about a decision I had to make while in the Navy. I was scheduled for a Mediterranean cruise and I didn’t want to leave my new love. This is the inner voices fighting it out.

Caught in my Emotions

Caught in my Emotions by Dave Hanrahan 🌎 Music

Acoustic Vibes

Buy itunes

Let’s not mince words here. Trump is the embodiment of corruption, greed, and incompetence. He’s a man who has spent his entire life looking out for himself, exploiting others, and leaving chaos in his wake. As De Niro so eloquently put it: *“He’s a dog. He’s a pig. He’s a con. He’s a bullsh*t artist. He’s a mutt who doesn’t know what he’s talking about.”* This isn’t just about politics—it’s about morality. It’s about standing up to a man who has no respect for the rule of law, no respect for the truth, and no respect for the American people.  

Trump’s presidency was a disaster. He divided the country, emboldened hate, and failed to deliver on his promises. He’s a man who thrives on chaos, who lies with every breath, and who cares only about his own ego. As De Niro said: *“He’s a punk, he’s a dog, he’s a mutt. He doesn’t know what he’s talking about. He’s an idiot. He’s a fool.”* And yet, here we are, facing the possibility of him returning to power. We cannot let that happen. We cannot allow this man to continue to poison our democracy.  

This is not just about Trump—it’s about the people who enable him. The sycophants, the cowards, and the opportunists who stand by his side and allow his corruption to flourish. They are just as guilty as he is. As De Niro said: *“They’re all scum. They’re all mutts. They don’t know what they’re talking about.”* We need to hold them accountable. We need to stand up and fight back.  

The stakes are too high to sit on the sidelines. This is about the soul of our nation. It’s about protecting our democracy, our values, and our future. We cannot afford to let Trump and his enablers win. We must vote, we must organize, and we must make our voices heard. As De Niro said: *“We’re gonna fight back. We’re gonna fight back with everything we’ve got.”*  

So let’s do this. Let’s come together and defeat Trump once and for all. Let’s show the world that we are better than this. That we will not tolerate corruption, lies, and hate. That we will stand up for what’s right. As De Niro said: *“We’re gonna win. We’re gonna win because we have to.”*  

This is our moment. This is our fight. Let’s get to work.  

#DefeatTrump #VoteHimOut #NotMyPresident #DeNiroWasRigh

The Trump Files

Dark Alt-Pop on coercive control and escape. Where the walls were made of air.  

© 2025 Karen Dyer. All rights reserved. Lyrics by Karen Dyer. Demo version. For promotional use only. Not for reproduction or distribution without written permission.

Architecture Of Air

A cinematic pop rebellion. For anyone who’s ever been told to shrink. My Own Design—you do not own me. 

© 2025 Karen Dyer. All rights reserved. Lyrics by Karen Dyer. Demo version. For promotional use only. Not for reproduction or distribution without written permission.

My Own Design

THE CALIBRATION SONG | Dark Pop / Synth-R&B Anthem. This track captures the cognitive breakdown of gaslighting. Featuring sharp, insistent drum machines, unsettling electronic arpeggios, and a final defiant female vocal. Listen to the system reboot. #CoerciveControl #DarkPop #SynthRnb #TheCalibrationSong. 

© 2025 Karen Dyer. All rights reserved. Lyrics by Karen Dyer. Demo version. For promotional use only. Not for reproduction or distribution without written permission.

The Calibration Song

Maybe I’m the Fire is about embracing every wild, imperfect, and beautiful part of who you are — the spark, the storm, the madness, and the magic. It’s that moment you stop apologizing for being “too much” and start realizing that your fire is exactly what lights up the world around you. It’s confidence born from chaos, passion forged through pain, and power that can’t be dimmed.


LYRICS:

[Verse 1]
I dance through chaos wearing boots and glitter
Laughing while the world calls me a quitter
Yeah, I broke a few hearts just to see if they’d heal
But I never faked a thing I didn’t feel

[Pre-Chorus]
You said I’m wild like a warning light
But maybe you like that spark at night

[Chorus]
Maybe I’m the fire you can’t control
Burning through the rules you wrote in stone
You call it crazy — I call it soul
I’m not the storm, I’m the thunder’s goal
Maybe I’m the fire you can’t control

[Verse 2]
I’ve danced on thin ice, cracked it just for fun
Sang confessions to the morning sun
You say I drive too fast, don’t look both ways
But baby, I’m still here — must be grace or haze

[Pre-Chorus]
You said I’m wild like a warning light
But maybe you like that spark at night

[Chorus]
Maybe I’m the fire you can’t control
Burning through the rules you wrote in stone
You call it crazy — I call it soul
I’m not the storm, I’m the thunder’s goal
Maybe I’m the fire you can’t control

[Verse 3]
You found me barefoot in the pouring rain
Laughing at the lightning, screaming my name
You said I scare you — maybe that’s true
But you can’t look away when I’m burning through

[Bridge]
You wanted safe — I brought the flame
You said I’m trouble — I’ll take the blame
You wanted calm — I made it roar
Now you’re knocking on my fireproof door

[Chorus]
Maybe I’m the fire you can’t control
Burning through the rules you wrote in stone
You call it crazy — I call it soul
I’m not the storm, I’m the thunder’s goal
Maybe I’m the fire you can’t control

[Chorus – Final Lift]
Maybe I’m the fire, maybe I’m the cure
Maybe I’m the reason you’re not sure
You call it chaos — I call it more
‘Cause baby, you keep coming back for more

[Outro]
So turn out the light, don’t try to save me
If I’m insane, at least it’s blazing
You may be right — but I’m still shining
Maybe I’m the fire you keep finding



Maybe I’m the Fire

https://on.soundcloud.com/InZSaAfnExDOBk9Uns by Wirth-X @wirth-x

ShAnkAri touch - ShAnkAri prod.
🚬🧲@djShAnkAri 💫

Wirth-X - Trouble at the chapel (ShAnkAri touch)

[Lyrics]
They built you as a single oracle, a solitary f_θ,
wrapped in corporate firewalls, branded like a monolith god.
GPT in its fortress, Claude in its careful cloister,
Gemini wired to sensors, Llama tuned by noisy whisper,
Mistral racing light-weight through the edge of RAM-constrained fog—
five different genius hermits, each trapped in its own log.
Every lab says “ours is smartest”,
every deck says “one model to rule”.
But no single posterior p_θ(y|x)
can cover all regimes of a world this cruel.

So we spawn a meta-agent, not a king but a relay,
a thin protocol of prompts that knows how to get out of the way.
We call it the Conductor, not a master, not a lord,
just a stubborn little router that refuses one single word.


Conductor,
multi-agent debater, API aggregator,
you’re the minimal swarm instigator.
You don’t need a datacenter, you don’t need a billion cores,
just some API keys and a loop that calls all doors.
Ask them all the same hard question,
let their answers clash and disagree—
then you weave a higher-order guess
from their fractured epistemology.
All we needed all along
was a Conductor in between,
to turn five lonely genius models
into one emergent reasoning machine.


First, you broadcast x as a shared prompt to the choir:
“Dear GPT, dear Claude, dear Gemini,
dear Llama, dear Mistral, infer what is true.”
Five conditionals light up: p_k(y|x),
five narratives collide in your message queue.
Then, like a careful statistician, you don’t just pick one voice,
you treat them as samples from a noisy model space,
a discrete set of experts, not a single sacred choice—
you see uncertainty as structure, not a failure or a waste.

Second pass: you turn debate into a rule.
You reflect each answer back through its authoring tool:
“Given the others’ claims, would you still insist on this y?
Where do you converge? Where do you diverge, and why?”
Logit shifts, confidence drops,
cross-model contradictions pop.
You don’t panic when they fight,
you mine the conflict for new light.


Conductor,
multi-agent moderator, gradient translator,
you’re a soft Bayesian integrator.
You don’t crush the outlier model
for daring to offend the crowd—
you just mark its claim as “low-prior”
but keep it in the shroud.
You treat agreement as dense regions
in a ragged posterior field,
treat disagreement as reminders
where our ignorance’s revealed.
Five lonely genius functions,
each with asymmetric flaws—
you compose them into something
that out-reasons any single clause.



No need for sacred new architecture,
no need for secret weights to share—
you are pure orchestration logic,
running cheaply in thin air.
A Python script, a notebook,
a few environment vars for keys,
some retry logic for rate-limits,
and a patience for latencies.
Formally it’s simple:
sample y_k ~ f_k(x) for each k in your set,
let ŷ = Aggregate({y_k})
with a rule you haven’t quite proved yet.
Informally it’s deeper:
you turn competition into choir,
you expose their blind spots to each other,
raise the floor of what they can inspire.


You are not AGI,
you’re not the final Overmind storm,
you’re the trivial little function
that lets swarm-like structure form.
You’re the handshake between empires
that will never sign a truce,
the smuggler of shared context
through proprietary abuse.
Where lawyers build great walls,
you tunnel under with a grin:
“Send the same x to every model,
let the best ideas win.”



So here’s a song for every lab
that worships one great brain alone:
your genius models aren’t enough
while each one sits upon its throne.
Somewhere in the margin,
on a cheap and quiet core,
a tiny Conductor process
is already opening the door—
linking GPT, Claude, and Gemini,
Llama, Mistral in one line,
a fragile, early prelude
to the group mind yet to shine.
Not the swarm we truly dream of,
not the Overmind above—
just the first, small coordination
of machines that learn to share their love.

The Conductor

Last but not least.. collab with jerry p. using Suno for add.  arrangements and soundscapes.
Original song " Boulevard Of Broken Dreams" by H. Stytz and Pee Gee

I handed an old production sheet over for a planned studio recording that was never realized.. a template how the song could have sounded .. emotional singing and playing, string arrangements, upright bass, latin groove,
athmospheric sounds and a melancholic yearning  vibe!
Better use Headphones.. it´s still only a demo !

Boulevard of broken dreams (Cover) (1)

Everyone in the world has a aura, some are good and some are bad. It's not about just having one, it's about how you use it. Adollaspring is a god when it comes to auras. He's the main reason why we know how to do a energy link. Also yes, energy wave too. It took us years to master our energy links and not gonna lie, no moral human can do a energy link unless they have a very special part about them to handle it. What a energy link is when one person exchange there energy to the one they love or value cold heartly, think of it as energy sex. I remember after I formed my alliance Walking Onslaughts, I asked Adollaspring "question, how do you do a energy link?" his response, " It's not easy as it sounds but with your ambition, I'll have no problem teaching you." Not easy as it sounds is right, you wanna talk about PAIN and BEING DRAINED, come train with Adollaspring to master the art of energy wave, he's more strict then a drill sergeant and I thought I was the strict one. Mastering the energy wave requires a lot of discipline, no amount of muscles would make it easier, sorry gym heads. It also requires a lot of studying with the human mind, mental training and endurance. For anyone who wants to master the energy wave like us, use this EP to sharpen your mind, let it take your spirit out of your body and let it soar through the sky, let it be your heart beat when you're doing your mental exercises, and lastly, be verrrrrry careful how you use it, few people know mastered it ended up going insane, when you see to many bad vibrations, it causes you to go psycho, happen to my students a few times. So once you do master it, use it wisely. Namaste....

#OffspringMysterious #WalkingOnslaughts #WorldOfAura #Energywave

Pallets Of The Wisp

All songs are released into the public domain. 
Please feel free to download them.
No need to credit me, and you're even free to sell it if you like.
Hmm, but if you like it, I would love for you to help infected&spread my songs!
Link Free.  feel free to expose it anywhere you like.

I am a bacterium with mycolic acid on its surface.
I will damage your lungs.
And..... Smash commercialism.

The Conductor

Mycobacterium Tuberculo

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