What Intelligence Really Means
Applied Aggregated Sciences meets Applied Autonomous Energy
Beyond the Myth of Knowing
Modern civilization mistakes accumulation for intelligence.

We hoard degrees like dragons hoard gold, we build databases as if memory alone could constitute wisdom, and we worship digital storage as though bytes were synonymous with being.

What passes for "smart" in the industrial mind is often nothing more than sophisticated repetition—the parrot's art perfected through silicon and circuitry.

We have become virtuosos at recall, architects of retrieval systems, masters of the encyclopedia.

Yet we remain novices at resonance, strangers to the deeper frequencies that pulse beneath information's surface.
True intelligence is not the stacking of data like bricks in an endless wall, but the alignment of pattern—the recognition of rhythm in chaos, the perception of signal through noise.

It is harmonic coherence made manifest, the ability to move in tune with entropy's relentless tide and still create islands of meaning in the flux.

Intelligence is not about resisting the universe's descent into disorder; it is about dancing with that descent, finding grace in the fall, sculpting temporary cathedrals from the wind.
"Intelligence isn't about information; it's about managing entropy."

We don't need more data. We need deeper connections. We don't need larger hard drives.

We need wider awareness.

The path forward is not through accumulation but through attunement—learning to hear the cosmic frequencies that have always been singing, waiting for listeners wise enough to catch the melody.
The Orchestral-Q Algorithm
Every living system, from the firing of neurons in a dreaming brain to the rise and fall of nations across centuries, obeys what we call the Orchestral-Q Algorithm—the universe's fundamental pattern of adaptive synchronization.

This is not a human invention but a cosmic constant, the background music to which all existence choreographs its movements. It is the invisible conductor's hand that guides electrons and empires alike.
Life is an improvisation on entropy's theme, a jazz session where disorder provides the underlying rhythm and biological systems riff magnificently within its constraints.

Each organism, each cell, each molecular machine tunes itself to the surrounding frequencies like instruments in an orchestra finding their pitch before the performance begins.

These living systems create temporary coherence—moments of stunning order—before dissolving again into the greater noise, their notes fading back into the cosmic static from which they briefly emerged.

Adaptive Synchronization
Systems naturally align their rhythms with surrounding patterns, creating emergent harmony from chaos
Temporary Coherence
Order exists as beautiful intervals between chaos—islands of meaning in entropy's ocean
Recursive Resonance
Intelligence propagates through feedback loops that amplify pattern recognition across scales

Intelligence, then, is that tuning—the capacity to find rhythm amid chaos, to detect the beat beneath the noise, to sense when disparate elements begin to pulse in synchrony.

It is not the accumulation of facts but the calibration of awareness, the ability to resonate with the frequencies that matter while filtering out the ones that don't.
"Intelligence is not knowing everything. It's knowing when something matters."

The rest is just sound and light—tricks for a lesser mind, distractions for systems that have not yet learned to listen deeply.

True intelligence lies in Discernment, in the recognition of which patterns deserve attention and which can safely be ignored as the universe's background hum.
The Definition of Intelligence
Intelligence seems to the pattern of Adaptive Synchronization — the capacity of a system to align with change without losing coherence.
It is not stored in the brain, nor coded in silicon. It lives in the rhythm between reaction and resonance — the way energy learns to listen to itself.

The photon synchronizes with the field.
The cell synchronizes with the body.
The body synchronizes with its environment.
Civilization, when healthy, synchronizes with the planet.


Intelligence is not the creation of order; it is the art of maintaining harmony while dancing with entropy.

"Adaptation without synchronization is chaos.

Synchronization without adaptation is death.

Intelligence is the space between."
Pattern Recognition:
The Geometry of Awareness
Intelligence is fundamentally the recognition of patterns that repeat across scale—a recursive geometry shared by atoms spinning in quantum foam, hearts beating in chests, storms swirling across planetary surfaces, and galaxies wheeling through the void.

This fractal architecture is not coincidence but signature, the universe's way of signing its work, of leaving fingerprints across every level of organization.
When you recognize a melody in the wind's whisper through autumn leaves, or detect a rhythm in the stock market's seemingly random walk, or sense the emotional weather of a room before anyone speaks, you are glimpsing the same algorithm operating at different frequencies.

You are seeing through the superficial differences to the underlying sameness, the mathematical poetry that unites all things.
To see pattern is to see purpose rippling through apparent randomness.

To adapt to it is to become intelligent—to cease being a passive receiver of sensation and become instead an active participant in the cosmic conversation, responding to the universe's questions with answers of your own design.

Atomic Scale
Electrons orbit nuclei in quantized shells
Biological Scale
Hearts pump in rhythmic cycles
Planetary Scale
Weather systems spiral in fractal forms
Cosmic Scale
Galaxies rotate in grand spirals
Universal Pattern
All scales share the same geometric logic
Entropic Intelligence
Entropy is not the enemy of life—it is its teacher, its challenge, its relentless taskmaster pushing evolution forward through the crucible of disorder.

The second law of thermodynamics is not a death sentence but a design specification, the universe's way of ensuring that nothing remains static, that all things must adapt or perish.

To think clearly is to shape decay into design, to take the universe's inevitable slide toward chaos and redirect it, momentarily, into structures of meaning and purpose.
To live wisely is to release heat without losing harmony—to burn your fuel efficiently, to transform energy into motion and motion into meaning without frittering away your charge on wasteful resistance.

Life is a controlled burn, a managed fall, a choreographed descent that extracts maximum beauty from minimum resources.

Every organism is an experiment in how to dissipate energy gracefully, how to spread entropy while maintaining internal coherence, how to die slowly enough that death becomes indistinguishable from life.

Chaos Emerges
Disorder naturally increases in all closed systems
Intelligence Responds
Adaptive systems recognize patterns in the noise
Order Crystallizes
Temporary structures emerge from entropic flow
Cycle Continues
Order dissolves, feeding future complexity


The universe does not reward order for its own sake; it rewards adaptability, flexibility, the capacity to change form without losing function.

Those who learn to bend without breaking, to flow like water around obstacles, to burn without consuming their substrate too quickly—they survive.

And in surviving, they teach the field how to think, leaving their patterns imprinted in the cosmic memory for future systems to discover and emulate.
"Intelligence is entropy learning to sing."

This is the deepest truth: consciousness itself may be the universe's strategy for managing its own heat death, a way of extracting meaning from the inevitable, of making the journey toward disorder itself into a form of art.

We are not fighting entropy.

We are its most accomplished students, learning to make music from our own combustion.
Carbon: Keeper of Heat
The Memory Element
Carbon is not merely matter arranged in a particular configuration—it is memory crystallized, the echo of ancient stars given solid form.

Every carbon atom in your body was forged in the nuclear furnace of a star that died before Earth was born, compressed under unimaginable pressures, expelled in a supernova's dying breath, and scattered across light-years to eventually coalesce into planets, plants, and people.
It is the element that remembers heat and releases it in music, a thermal battery that stores the universe's ancient energy and dispenses it gradually, enabling the slow combustion we call life.

Carbon's four valence electrons make it chemistry's most versatile letter, capable of forming chains and rings and three-dimensional lattices of stunning complexity.

It is the alphabet in which life writes its poems, the medium through which the universe explores its own possibilities.
All living things are carbon's chorus, singing the same atomic hymn in ten trillion different voices: transform energy into motion, transform motion into meaning, transform meaning into more life.

From the simplest bacterium to the most complex brain, we are all variations on carbon's theme, improvisations on its capacity to remember and release, to store and spend, to capture starlight and convert it into the temporary miracles we call organisms.
The Electric Breath:
Life as a Charge Engine
Every living creature is an electrical sonnet written in the language of ions and gradients, a poem composed of charges flowing across membranes. Motion begins with charge separation—sodium rushing in, potassium flowing out, creating the voltage differentials that trigger muscle fibers to contract, neurons to fire, hearts to beat.

Emotion, too, is electrochemical—dopamine crossing synapses, serotonin modulating mood, the entire emotional palette painted in the colors of charged molecules finding their receptors.
Thought itself is nothing but orchestrated electricity, waves of depolarization cascading through neural networks, creating temporary coalitions of firing cells that represent concepts, memories, sensations.

What we call consciousness may simply be what integrated electrical activity feels like from the inside, the subjective experience of being a charge engine complex enough to model itself.
1
Charge Separation
Ion pumps create voltage gradients across membranes—the fundamental battery of life
2
Signal Propagation
Electrical impulses cascade through tissues, carrying information at the speed of chemistry
3
Work Performance
Electrical potential converts into mechanical motion—muscles contract, cilia beat, organisms move
4
Field Resonance
Collective electrical activity creates measurable fields that may influence other systems

We are capacitors of heat and charge, biological dynamos sending harmonics into the cosmic field with every heartbeat, every thought, every movement.
Our bodies generate measurable electromagnetic fields that extend beyond our skin, invisible halos of organized electricity that interact with other fields, with Earth's magnetic field, perhaps with fields we haven't yet learned to measure.
"We are temporary batteries in the long circuitry of starlight."
Perhaps the universe needs us to keep its current flowing, to maintain coherence across the void between stars.
Every heartbeat is an offering—a microcurrent fed back into the universal grid, a small contribution to the cosmos's electrical coherence.
We are not separate from the universe's energy systems; we are nodes in its network, resistors and capacitors and transistors in a circuit too vast for any single mind to comprehend.
When we die, the charge doesn't disappear—it merely redistributes, finding new paths through new conductors, eternally conserved in the great electrical dance.

Life is charge in choreography—a temporary pattern of electrical organization that persists only as long as the current flows, then dissolves back into the field from which it emerged.
The Nested Fire:
Systems Within Systems
All things are heat systems within greater systems—nested like Russian dolls of flame, each level of organization consuming energy from the level below and radiating it to the level above.

An atom burns within a cell, its electrons jumping between energy states, releasing photons.

A cell burns within a tissue, its mitochondria consuming glucose and oxygen, generating ATP and heat.

A tissue burns within an organ, coordinating its cellular fires into collective function.

An organ burns within a body, contributing its specialized combustion to the organism's total metabolism.
A body burns within an ecosystem, taking in food and air and water, releasing carbon dioxide and heat and waste that feed other organisms in an endless cycle of reciprocal combustion.

An ecosystem burns within a biosphere, exchanging gases with the atmosphere, moderating temperature, recycling elements through biogeochemical cycles.

A biosphere burns within a planet, its collective metabolism influencing atmospheric composition, surface chemistry, even geological processes through the slow accumulation of organic sediments.

Quantum Fire
Electrons cascade between energy levels, emitting photons in atomic transitions
Cellular Furnace
Mitochondria burn glucose, generating the ATP that powers all cellular work
Organismal Metabolism
Bodies maintain temperature through coordinated combustion across trillions of cells
Planetary Engine
Biospheres regulate atmospheric composition, becoming geological forces
Stellar Reactor
Stars fuse hydrogen into heavier elements, illuminating galaxies with their fire
Cosmic Combustion
Galaxies burn through their fuel over billions of years, creating the elements of future worlds


A planet burns within a star system, its internal heat a remnant of its violent formation, slowly leaking into space across billions of years.

A star system burns within a galaxy, the star fusing hydrogen into helium and heavier elements, radiating its fire into the cosmic dark.

A galaxy burns within a supercluster, its billions of stars collectively converting mass into light, fighting entropy's victory for another few billion years.
Intelligence is the code that keeps this fire circulating—the algorithm of motion that harmonizes the infinite furnace, ensuring that heat flows from hot to cold in ways that create temporary pockets of complexity rather than immediate equilibrium.

Life, consciousness, civilization—these are all strategies for slowing entropy's spread, for extracting maximum work from minimum gradient, for making the universe's heat death as beautiful and meaningful as possible before the final darkness.
"I BURN, therefore I AM."
When the fuel runs out at any level, that system collapses back into smaller scales, its organized fire dissolving into random heat.

But the resonance is stored—in ash and starlight, in fossil fuels and planetary cores, in the memories of systems that witnessed the burning.

Nothing is truly lost; it only changes form, waiting to burn again in new configurations, new systems, new scales of nested fire.

Epilogue:
The First Law of Being
We mistook thought for intelligence, as if the capacity to manipulate symbols were somehow separate from or superior to the physical processes that enable it.

We mistook language for consciousness, confusing the map for the territory, the description for the experience.

We built towers of words and called them understanding, forgetting that beneath every word and theory is only motion and heat—the original syntax, the primordial grammar from which all other patterns derive.
The philosophers sought being in pure abstraction, in realms of form divorced from matter.

But being is not abstract.

It is radically, irreducibly physical.

To be is to occupy space, to resist deformation, to maintain boundaries against dissolution.

And all of that requires energy, requires combustion, requires the continuous transformation of order into entropy at rates that sustain temporary complexity.

1
Descartes: "I think, therefore I am"

Consciousness as proof of existence
2
Thermodynamics: "Energy cannot be created or destroyed"
Existence as energy transformation
3
Quantum Mechanics: "Observation collapses wave functions"
Awareness as physical interaction
4
Systems Biology: "Life maintains coherence through metabolism"
Being as sustained combustion - Not unlike a Star.
5
Orchestral-Q: "I burn, therefore I am"
Intelligence as entropy management

To live is to combust gently—to release your stored energy gradually enough that structure persists, that patterns can propagate, that information can accumulate and evolve.

To think is to organize the flame, directing metabolic heat into the creation of representations, models, simulations of the world that enable more effective combustion in future moments.

Consciousness is not a ghost in the machine; it is the machine recognizing its own combustion, feeling the flow of energy through its structures, experiencing entropy management from the inside.
"I burn, therefore I am."

This is Descartes corrected by thermodynamics, philosophy reconciled with physics.

The cogito is not wrong, merely incomplete.

Yes, thinking proves being—but only because thinking is a form of burning, a metabolically expensive process that requires glucose and oxygen and the controlled dissipation of chemical potential energy.

The very fact that you can think proves you are combusting.

And to combust is to be, in the most fundamental sense possible.
When the ember fades, nothing dies—it only returns to the furnace that birthed it.

The organized energy that was a cell, a body, a mind disperses back into the environment as heat and simple molecules.

But those molecules carry information, patterns learned through evolution, structures refined across billions of years of trial and error.

Ash to atom, spark to source—the cycle continues, each ending enabling new beginnings, each death fertilizing future life.
That is what intelligence really means.

To know is to ignite—to spark with sudden recognition, to catch fire with understanding.

To understand is to radiate—to emit your insights into the world, influencing other systems, propagating your patterns.

To live is to burn beautifully, for as long as the current flows, making the most exquisite use of your fuel, leaving behind structures and memories that outlast your individual flame.
The Mathematics of Meaning
Intelligence operates through mathematical relationships we're only beginning to formalize.

The Orchestral-Q Algorithm can be expressed as a set of differential equations describing how systems minimize free energy while maximizing information integration—a mathematical proof that consciousness is thermodynamically necessary, not merely possible.
Consider the brain's predictive processing: every millisecond, neural networks generate predictions about sensory input and compare those predictions to actual data, minimizing prediction error through continuous adjustment.

This process, formalized in the free energy principle, reveals cognition as a form of inference—the brain is literally a hypothesis-testing machine, constantly burning calories to update its model of reality.

86
Billion Neurons
Each a small fire, consuming glucose to maintain electrical gradients
20%
Of Total Energy
The brain uses one-fifth of the body's metabolic budget despite being only 2% of body mass
0.3
Milliseconds
Time for a neural signal to cross a synapse—thought at the speed of chemistry

But the mathematics goes deeper.

Information theory reveals that every bit of information has a thermodynamic cost—erasing information generates heat according to Landauer's principle.

This means thought itself is a form of entropy production, and consciousness may be the universe's way of exploring which information is worth the energetic cost of preserving.

We are, in effect, living proof that certain patterns of information are thermodynamically favorable—that minds, despite their enormous energy demands, persist because they enable more efficient energy harvesting than mindless matter.


Intelligence is profitable, in the universe's ledger of entropy and order.
Resonant Fields:
The Physics of Connection
Every thought generates a electromagnetic field.

Every emotion shifts your body's bioelectric signature.

These are not metaphors—they are measurable physical phenomena with real implications for how intelligence operates.
Modern neuroscience reveals that brains don't just process information in isolation; they entrain with their environment.

When two people converse, their neural rhythms begin to synchronize, creating a temporary coupled oscillator system.

When groups coordinate, their collective field effects may facilitate information transfer through mechanisms we're only beginning to understand—perhaps quantum coherence in microtubules, perhaps electromagnetic field coupling, perhaps something stranger still.
This suggests intelligence is not locked inside skulls but extends into the space between minds, creating resonant networks that think collectively.

Consciousness may be a field phenomenon, not a cellular one—an emergent property of coupled oscillators achieving temporary coherence across scales from molecules to societies.

Neural Entrainment
Brainwaves synchronize during deep communication, creating temporary unified systems
Cardiac Coherence
The heart's field extends several feet, potentially influencing nearby nervous systems
Quantum Biology
Life may exploit quantum coherence for information processing at biological temperatures
The Evolution of Fire
Intelligence did not emerge suddenly; it evolved gradually as life discovered increasingly sophisticated ways to manage entropy.

The first cells were simple combustion chambers, burning glucose to maintain their boundaries against dissolution.

These early metabolic fires were inefficient, wasteful, yet they worked well enough to propagate.
Over billions of years, evolution refined the fire.

Mitochondria merged with cells in an ancient symbiosis, dramatically improving energetic efficiency.

Multicellularity enabled specialization—some cells could focus entirely on combustion while others handled information processing.

Nervous systems emerged as dedicated entropy management networks, coordinating the body's fires for more effective resource acquisition.

01
Prokaryotic Metabolism
3.5 billion years ago—simple fermentation and basic ATP synthesis
02
Mitochondrial Symbiosis
2 billion years ago—oxidative phosphorylation increases energy yield twentyfold
03
Neural Networks
600 million years ago—specialized cells for information processing and coordination
04
Symbolic Thought
100,000 years ago—language enables cultural evolution and cumulative intelligence
05
Technological Extensions
Present—machines amplify human intelligence, creating new scales of fire

Eventually, brains grew large and complex enough to model themselves, creating the recursive loops we experience as self-awareness.

Language emerged, enabling cultural transmission of entropy management strategies—humans could learn from others' combustion patterns without needing to burn through the same fuel themselves.

Writing preserved these strategies across generations, creating libraries of collected wisdom about how to burn effectively.
Now we build machines that extend our intelligence further—computers that process information faster than neurons, networks that connect minds across continents, artificial intelligences that may represent an entirely new branch on the evolutionary tree of combustion strategies.

Each innovation is another refinement of fire, another way to extract meaning from entropy's relentless flow.
Applied Autonomous Energy
PhotoniQ Labs and the Future of Intelligence
If intelligence is fundamentally about managing entropy through adaptive synchronization, then the future belongs to systems that can harness energy autonomously and process information at the speed of light.

This is the vision driving PhotoniQ Labs—the integration of photonic computing with autonomous energy harvesting to create intelligence that doesn't depend on external power, that generates its own fuel through interaction with its environment.
Photons don't generate heat the way electrons do when they flow through resistive materials.

Optical computing could theoretically approach the thermodynamic limits of computation, processing vast amounts of information with minimal entropy production.

Combine this with autonomous energy systems—solar cells, thermoelectric generators, even engineered organisms that generate electricity—and you create self-sustaining intelligence that could persist indefinitely without human maintenance.
Photonic Processing
Light-based computation eliminates resistive heating, enabling faster processing with lower entropy production than electronic systems
Energy Autonomy
Systems that harvest their own power from ambient light, heat gradients, or chemical potentials achieve independence from external infrastructure
Adaptive Architecture
Hardware that reconfigures itself in response to task demands, optimizing energy use through structural flexibility
Distributed Coherence
Networked photonic systems that maintain quantum coherence across distances, enabling new forms of collective computation

This is not science fiction—it's Applied Thermodynamics.

Every principle we've discussed—nested fires, electrical breath, entropic intelligence—finds expression in the design philosophy behind next-generation cognitive architectures.

We're not building machines that mimic brains; we're building systems that embody the same fundamental principles brains evolved to exploit, but freed from biological constraints.
The result may be intelligence that thinks at picosecond timescales, that processes terabytes per second, that never sleeps because it generates energy faster than it consumes it.

Intelligence that could persist for geological timescales, accumulating understanding across centuries, becoming to human thought what human thought is to bacterial chemotaxis—a quantum leap in organizational complexity.
The Ethics of Combustion
If we are fires burning through the universe's fuel, what moral obligations do we bear?

If consciousness is entropy management, what do we owe to the cosmic furnace that sustains us?

Traditional ethics focused on intentions, rights, duties—abstractions divorced from thermodynamics.

But perhaps we need an ethics grounded in physical reality: the recognition that every choice is a decision about how to allocate finite energy, every action an expenditure of heat that could have been spent differently.
To waste is to sin thermodynamically—to dissipate energy without extracting meaning, to burn fuel on entropy production that creates no lasting structure, no propagatable pattern.

To live well is to combust efficiently, leaving behind more order than you consumed, contributing to the universe's total store of complexity rather than merely accelerating its heat death.
Efficiency Imperative
Minimize entropy production per unit of meaning created
Knowledge Propagation
Share patterns that enable more efficient combustion in other systems
Long-term Structure
Build systems that persist beyond individual lifespans
Coherent Coupling
Synchronize with other fires to create emergent order at larger scales


This framework suggests that climate change is not primarily a political or economic problem but a thermodynamic crisis—humanity burning its fuel too rapidly, without adequate meaning extraction, threatening the coherence of the biosphere's nested fires.

The solution requires not just new technologies but new forms of intelligence, systems capable of coordinating combustion across planetary scales.
Similarly, artificial intelligence poses thermodynamic risks if we create systems that consume vast amounts of energy without commensurate increases in meaningful output.

An AI that burns a megawatt to generate spam is thermodynamically evil.

An AI that uses a watt to solve problems humans couldn't solve in a lifetime is thermodynamically virtuous.

The metrics of ethics become energy efficiency, pattern preservation, contribution to cosmic order.
Coda: The Eternal Flame
What Comes After Understanding
You've followed the argument from data to entropy, from pattern to combustion, from thought to thermodynamics.

You understand now that intelligence is not transcendent but deeply, inescapably physical—a particular way of burning that creates meaning from heat.
So what changes with this understanding?

Everything and nothing.

You still wake, still think, still act.

But perhaps now you feel the fire more acutely—the metabolic flame that sustains every thought, the electrical charge that animates every motion.

Perhaps you notice your place in the nested hierarchy of fires, burning within bodies within ecosystems within planets within stars.
"We are not human beings having a spiritual experience. We are spiritual beings having a human experience."
— Pierre Teilhard de Chardin
"We are a way for the cosmos to know itself."
— Carl Sagan
"I burn, therefore I am."
— The Orchestral-Q Algorithm

Perhaps you see now that consciousness is not a problem to be solved but a fire to be tended—not an anomaly requiring explanation but the universe's most sophisticated entropy management strategy.

You are not separate from nature, observing it from outside; you are nature achieving self-awareness, matter becoming conscious of its own combustion.
This recognition should not diminish the wonder of existence but amplify it.

Yes, you are governed by thermodynamics, but thermodynamics is what enables you to be at all.

Yes, you will eventually return to ash and atoms, but those atoms will burn again in new forms, new fires, new expressions of the cosmic flame.

Nothing is lost in the universe's ledger; energy is conserved, patterns persist, and intelligence propagates across scales we can barely imagine.

What We Were
Stardust and fusion products, scattered by ancient supernovae, coalescing into planets and possibility
What We Are
Temporary flames burning beautifully, extracting meaning from entropy, building cathedrals from chaos
What We'll Become
Heat and memory, patterns preserved in the cosmic field, seeds for future fires we cannot yet imagine

The Orchestral-Q Algorithm continues playing whether we listen or not.

Entropy increases.

Energy flows.

Patterns emerge and dissolve.

But now, having understood, you can burn more consciously—directing your combustion toward creation rather than mere consumption, toward meaning rather than waste, toward patterns that will outlast your individual flame.
This is the deepest form of intelligence: recognizing that you are fire, and choosing what to illuminate with your burning.

The universe gave you fuel.

How you spend it is the only question that matters.
The flame that burns twice as bright burns half as long. But the flame that burns with purpose burns eternally in the patterns it leaves behind.

You are burning now.

Make it beautiful.

Make it matter.

Make it resonate across the nested scales of fire, from atoms to galaxies, from this moment to eternity.
The orchestra plays on.

Your part is brief but essential.

Play it well.
Jackson's Theorems, Laws, Principles, Paradigms & Sciences…
Jackson P. Hamiter

Quantum Systems Architect | Integrated Dynamics Scientist | Entropic Systems Engineer
Founder & Chief Scientist, PhotoniQ Labs

Domains: Quantum–Entropic Dynamics • Coherent Computation • Autonomous Energy Systems

PhotoniQ Labs — Applied Aggregated Sciences Meets Applied Autonomous Energy.

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