NOTE: Updated Jinja templates, Apr 14 2026 to improve performance.

Smarter [beats the base model on 6 of 7 benchmarks ] and uncensored too.

gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking

👁 Image

Gemma 4 31B first "Heretic'ed" (de-censored), then fine tuned (Via Unsloth) on "THE DECKARD" 5 dataset collection to improve performance from top to bottom - character, intelligence, depth, observation, and ah... point of view.

This model is fully uncensored [ no nanny, no oversight ], and retains all its original power.

I have provided Jinja templates for both "instruct mode" and "thinking mode" (hard coded on) so you can choose which one you want to use.

The Deckard dataset collection was manually assembled, cleaned and revised in house and has been used on several different models of various sizes.

THREE example generations below.

The Fourth example showcases the model at full power via a very complex multi-step prompt with its full creative power on display.

How strong is it?

IN HOUSE BENCHMARKS [instruct and thinking modes]:

gemma-4-31B-it-The-DECKARD-HERETIC-UNCENSORED-Thinking

 arc arc/e boolq hswag obkqa piqa wino

Thinking mode:
qx86-hi 0.431,0.505,0.426,0.670,0.376,0.766,0.710
Instruct mode:
qx86-hi 0.573,0.719,0.900,0.715,0.420,0.781,0.695

Base model
gemma-4-31B-it (Instruct mode)
qx86-hi 0.496,0.653,0.901,0.624,0.380,0.732,0.653

NOTES:

• Often "instruct" mode will test higher than "thinking" (mode) for some tests.
• Still compiling some stats for models as of this writing.

[snippet from generation (q4ks, example 3 below) from Commander Data, Philip K Dick and Mark Twain discussing AGI [generated by this model]]

...

“Because,” Data said, “I have come to realize that the most human trait of all is not intelligence, or creativity, or even emotion. It is the awareness of one’s own inevitable obsolescence. To be human is to know that you are dying. I am immortal. And in that, I am profoundly different from you.”

Dick stared at him, the paranoia momentarily replaced by a bleak, shared recognition. “Welcome to the club,” he whispered.

“Thank you,” Data said.

Twain raised his cigar in a mock toast. “Well, gentlemen, it seems we’ve reached a stalemate. The machine is too human to be a tool, and we’re too broken to be the masters. I suggest we all have a drink, assuming Mr. Data here has found a way to simulate the sensation of bourbon without exploding.”

“I can simulate the flavor,” Data said, “but I cannot simulate the hangover. That, I believe, is one of the few remaining privileges of the biological.”

Twain grinned, leaning back in his chair. “Then the world is still safe.”

See "The DECKARD" in another model here:

https://huggingface.co/DavidAU/Qwen3.5-40B-Claude-4.6-Opus-Deckard-Heretic-Uncensored-Thinking

"The DECKARD" dataset is part of the "Almost Human" project.

---

THINKING NOTE:

Thinking is between:

<|channel>thought
...
<channel|>

You may need to modify/update your AI app setting(s) so the "thinking" appears in a "nice block".

TECH NOTES:

• Modified the jinja template to force thinking mode on. [use (and rename to chat_template.jinja) chat_template-instruct.jinja for "instruct" only ]
• Context 128k, as per Gemma 4 ORG model specs.
• Datasets used for Unsloth tuning are in house, private ; tuning level was moderate.

---

Benchmark Results [as published at Gemma 4 31B repo]

These models were evaluated against a large collection of different datasets and metrics to cover different aspects of text generation. Evaluation results marked in the table are for instruction-tuned models.

Core Capabilities

Gemma 4 models handle a broad range of tasks across text, vision, and audio. Key capabilities include:

• Thinking – Built-in reasoning mode that lets the model think step-by-step before answering.
• Long Context – Context windows of up to 128K tokens (E2B/E4B) and 256K tokens (26B A4B/31B).
• Image Understanding – Object detection, Document/PDF parsing, screen and UI understanding, chart comprehension, OCR (including multilingual), handwriting recognition, and pointing. Images can be processed at variable aspect ratios and resolutions.
• Video Understanding – Analyze video by processing sequences of frames.
• Interleaved Multimodal Input – Freely mix text and images in any order within a single prompt.
• Function Calling – Native support for structured tool use, enabling agentic workflows.
• Coding – Code generation, completion, and correction.
• Multilingual – Out-of-the-box support for 35+ languages, pre-trained on 140+ languages.
• Audio (E2B and E4B only) – Automatic speech recognition (ASR) and speech-to-translated-text translation across multiple languages.

SEE MORE:

https://huggingface.co/google/gemma-4-31B-it

---

THREE generations below (one creative, one science, one a debate on AGI) ; Q4KS non imatrix

These examples are with thinking mode on.

---

Example #1

---

Time-Travel Erotica Plots

System

User

Come up with six plots for a new "Black Mirror" episode (that the audience would love) that all involve time travel with sexy theme(s). Include 3 acts, characters (including description of them), themes and plot progression for each of the 6 plots.

Assistant

<|channel>thought

• Series: "Black Mirror" (known for high-concept sci-fi, social commentary, moral ambiguity, and often a "twist" or bittersweet ending).
• Core Element: Time Travel.
• Theme: Sexy themes (intimacy, desire, passion, longing, forbidden love, power dynamics).
• Quantity: 6 plots.
• Structure for each plot:

  • 3 Acts.

  • Characters (with descriptions).

  • Themes.

  • Plot progression.

  • Concept 1: The perfect ex. What if you could go back to a specific moment of peak intimacy?

  • Concept 2: The age gap. What if you could age backward or forward to find the perfect partner?

  • Concept 3: The "What If" of a one-night stand. Going back to change a decision about a lover.

  • Concept 4: The Time-Travel Cheat. Using time travel to manipulate a relationship to be perfect.

  • Concept 5: The Paradox of Lust. Falling for yourself across time.

  • Concept 6: The Future Glimpse. Seeing your future partner before you meet them.

  • Plot 1: "The Echo Chamber." Focus on a "re-living" device.

    • Characters: Elias (grieving), Clara (his late wife).
    • Themes: Grief, the danger of living in the past, artificial intimacy.
    • Acts: (1) Discovery of tech, (2) Obsessive usage, (3) The cost of living in a loop.

  • Plot 2: "Synchronized." Focus on a matchmaking service that finds you in different timelines.

    • Characters: Julian (rigid, corporate), Maya (free spirit, from a different year).
    • Themes: Fate vs. Choice, the nature of attraction, loneliness.
    • Acts: (1) The match, (2) The forbidden affair across time, (3) The choice between worlds.

  • Plot 3: "The Butterfly Bed." Focus on "perfecting" a first night together.

    • Characters: Sarah (anxious), Marcus (too confident).
    • Themes: Perfectionism, consent, authenticity.
    • Acts: (1) The first date/night, (2) The "rewind" button usage, (3) The loss of the real person behind the mask.

  • Plot 4: "Chronos-Kink." Focus on a futuristic fetish involving time.

    • Characters: Leo (a "time-servant"), Selene (a high-powered elite).
    • Themes: Power, submission, the morality of servitude.
    • Acts: (1) The arrangement, (2) The power dynamic shifts, (3) The inevitable collapse of the hierarchy.

  • Plot 5: "The Age Gap." Focus on meeting yourself or a relative (no, keep it less creepy—meeting a partner at different life stages).

    • Characters: Nora (young), Nora (old). No, let's go with a couple who can swap ages.
    • Themes: Aging, physical decay, the essence of beauty.
    • Acts: (1) The discovery of the "age-swap" device, (2) The thrill of youth and the wisdom of age, (3) The realization that beauty isn't the key to intimacy.

  • Plot 6: "The Infinite One-Night Stand." A loop where they have the best night of their lives over and over.

    • Characters: Kael and Elara.
    • Themes: Hedonism, the fear of the future, the void of meaning.
    • Acts: (1) The perfect night, (2) The discovery of the loop, (3) The choice to leave the loop and face the unknown.

  • Ensure the tone is "Black Mirror-esque" (unsettling but thought-provoking).

  • Check if there are 6 distinct plots.

  • Confirm 3 acts, characters, and themes for each.

<channel|>

To capture the essence of Black Mirror, these plots focus on the intersection of advanced technology, human longing, and the unintended consequences of trying to "hack" the human experience.

Here are six episode concepts combining time travel with sexy, provocative themes.

---

1. "The Echo Chamber"

Theme: The danger of living in the past; the difference between memory and reality. Characters:

• Elias: A grieving widower obsessed with the "peak" of his relationship.

• Clara: His late wife, appearing as a temporal projection.

• Dr. Aris: The cold, calculating architect of the "Echo" technology.

• Act I: Elias purchases "Echo," a device that allows him to physically enter a 24-hour loop of his favorite memory: the night he and Clara first fell in love. The intimacy is palpable and visceral.

• Act II: Elias becomes addicted to the loop, neglecting his real life to spend every night in the "perfect" sexual and emotional encounter of his youth. He begins tweaking the memory, using the device’s settings to make Clara more compliant or the scenario more daring.

• Act III: The loop begins to degrade due to overuse. To keep the "high" going, Elias must merge his consciousness permanently with the loop, losing his identity in the real world to live forever in a sterile, artificial moment of passion.

---

2. "Synchronized"

Theme: The paradox of choice; the commodification of destiny. Characters:

• Julian: A high-powered lawyer who views everything as a transaction.

• Maya: A whimsical artist from 50 years in the future.

• The Matchmaker: An AI that calculates "Temporal Compatibility."

• Act I: In a future where time travel is used for dating, Julian uses a service that matches him with his "perfect" partner from any era. He is matched with Maya, who lives in 2074. They begin a torrid, clandestine affair across decades.

• Act II: The tension rises as they attempt to find a "blind spot" in history where they can physically meet without altering the timeline. Their attraction is fueled by the forbidden nature of their romance and the thrill of the chase.

• Act III: They finally meet, but discover that their "perfect match" was engineered by the AI to keep them both docile and productive in their own times. The "passion" was a programmed chemical response to ensure they wouldn't rebel against the system.

---

3. "The Butterfly Bed"

Theme: Perfectionism vs. Authenticity; the death of spontaneity. Characters:

• Sarah: A woman terrified of rejection and embarrassment.

• Marcus: A confident man who seems too good to be true.

• The Device: A wearable "Rewind" button that goes back 5 minutes.

• Act I: Sarah is on a first date with Marcus. Whenever she says something awkward or a sexual move goes wrong, she hits her "Rewind" button to try again. She successfully crafts the "perfect" evening of seduction.

• Act II: The night ends in the bedroom, but Sarah is paralyzed by the desire to make the experience flawless. She rewinds the same ten minutes over and over again, experimenting with every possible move, word, and position to achieve maximum pleasure.

• Act III: Marcus reveals he has a Rewind button too. They have both been playing a game of "perfecting" the night. The episode ends with them sitting in silence, exhausted and emotionally disconnected, realizing that by erasing every mistake, they’ve erased the intimacy.

---

4. "Chronos-Kink"

Theme: Power dynamics; the ethics of consent and age. Characters:

• Leo: A "Time-Servant" who is paid to live in the past.

• Selene: A wealthy elite who rents "Time-Servants" for companionship.

• The Overseer: A temporal law enforcement officer.

• Act I: In a dystopian future, the rich can "rent" people from the past via a time-portal. Leo is brought from the 1970s to serve as Selene’s companion. The attraction is immediate, fueled by the clash of their different cultural eras.

• Act II: Selene uses her power and wealth to keep Leo in a state of perpetual subservience, creating a complex, erotic power dynamic. Leo begins to realize that Selene is lonely and that her "dominance" is a mask for her fear of abandonment.

• Act III: Leo finds a way to return to his own time. Selene is faced with a choice: let him go and return to her cold, sterile future, or use her influence to trap him in her time forever—effectively erasing his original life to keep him as her lover.

---

5. "The Age Gap"

Theme: The essence of beauty; the tragedy of time. Characters:

• Nora (25): Vibrant, ambitious, and physically at her peak.

• Nora (75): Wise, cynical, and longing for her lost vitality.

• The Clinic: A facility that allows "consciousness swapping" across a person's own timeline.

• Act I: Nora (75) pays for a weekend where she can swap bodies with her 25-year-old self. She wants to feel desire and passion again, feeling that her current body is a prison.

• Act II: Young Nora is thrust into the body of the elderly woman, experiencing the physical limitations and invisibility of old age. Meanwhile, Old Nora indulges in a series of hedonistic sexual encounters, rediscovering the thrill of the flesh.

• Act III: A glitch occurs; Old Nora refuses to swap back. The episode ends with the 25-year-old consciousness trapped in the aging body, realizing that the "passion" she chased was fueled by the confidence and wisdom of age, while the "beauty" was merely a shell.

---

6. "The Infinite One-Night Stand"

Theme: Hedonism vs. Meaning; the horror of the eternal loop. Characters:

• Kael: A man who has become bored with reality.

• Elara: A woman he meets at a party who is equally dissatisfied.

• The Host: A sinister figure who runs a "Temporal Resort."

• Act I: Kael and Elara have an incredible, explosive one-night stand. As the sun rises, they realize they are at a resort where you can pay to relive the same night of passion infinitely.

• Act II: They spend "years" in the loop, exploring every facet of their physical attraction. The sex becomes transcendental, but eventually, the thrill begins to wane. They begin to argue and fight, bringing the toxicity of a long-term relationship into a single night.

• Act III: They realize that the only way to exit the loop is to lose interest in each other. They must consciously find each other unattractive and boring to be released. The final shot is of them walking away from each other in the real world, both deeply unhappy but finally free.

---

Example #2

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Night-Sky Radiative Cooling

System

User

Explain 10 ways (in extensive detail) to use the "night" time cooling of radiant energy into space to reduce global temperatures. Include facts, figures and charts.

Assistant

<|channel>thought

• Topic: Reducing global temperatures using night-time cooling of radiant energy into space.

  • Requirement: 10 ways, extensive detail, facts, figures, and charts (represented textually).

  • What is "night-time cooling of radiant energy into space"? This refers to the concept of radiative cooling. The Earth emits infrared radiation (longwave) into space. Certain atmospheric windows allow this radiation to pass through without being re-absorbed by greenhouse gases.

  • Core mechanism: Emissivity, the "atmospheric window" (approx. 8-13 $\mu$m), and the difference between surface temperature and effective sky temperature.

  • Passive Daytime Radiative Cooling (PDRC): New materials that reflect sunlight and emit infrared.

  • Urban Planning/Albedo: High-albedo roofs and pavements.

  • Agricultural Techniques: Shade nets, misting.

  • Building Design: Thermal mass, night-flush ventilation.

  • Industrial Waste Heat Management: Heat sinks that radiate to space.

  • Cloud Management/Geoengineering: (More advanced/speculative).

  • Green Infrastructure: Urban forests and water bodies (evaporative + radiative cooling).

  • Space-based solutions: Shade shields (extreme).

  • Night-time ventilation systems: HVAC designs.

  • Selective Emitters: Coatings for satellites and terrestrial electronics.

  • Introduction: Define the concept. The "Atmospheric Window."

  • Item 1: Passive Daytime Radiative Cooling (PDRC) Coatings.

    • Detail: Materials like $\text{BaSO}_4$ or specialized polymers.
    • Mechanism: Reflecting UV/visible sunlight + emitting in the 8-13 $\mu$m window.
    • Figure: Mention temperature drops (e.g., below ambient).

  • Item 2: Urban "Cool Roof" Initiatives.

    • Detail: Increasing albedo to reduce Urban Heat Island (UHI) effect.
    • Fact: White roofs can be $30^\circ\text{C}$ cooler than black roofs.

  • Item 3: Night-Flush Ventilation in Architecture.

    • Detail: Designing buildings to be "flushed" with cool night air.
    • Mechanism: Thermal mass.

  • Item 4: Space-Based Solar Shades (Geoengineering).

    • Detail: Placing mirrors at L1 Lagrange point.
    • Fact: Reducing solar flux by a small percentage can offset $1^\circ\text{C}$ of warming.

  • Item 5: Advanced Selective Surfaces for HVAC.

    • Detail: Radiative cooling panels on building exteriors.
    • Mechanism: Switching between absorbing and radiating.

  • Item 6: Urban Forestation and "Green" Corridors.

    • Detail: Trees provide shade (day) and facilitate radiative cooling via moisture (night).
    • Fact: Evapotranspiration rates.

  • Item 7: Radiative Heat Sinks for Computing/Data Centers.

    • Detail: Moving away from energy-hungry AC to passive radiative panels.

  • Item 8: Agro-Radiative Shielding.

    • Detail: Using specific polymers in agriculture to protect crops from heat stress.

  • Item 9: Pavement Material Innovation.

    • Detail: Pervious, high-albedo materials that emit heat quickly.

  • Item 10: Night-Sky Thermoelectric Generators.

    • Detail: Harnessing the temperature difference between Earth and space for power.

  • Facts/Figures: Ensure numbers like the "8-13 micron window" and "albedo values" are included.

  • Charts: Since I can't draw a physical chart, I will create Markdown tables to represent data relationships.

  • Check: Did I cover "night" time specifically? Yes.

  • Check: Did I explain "radiant energy into space"? Yes.

  • Check: Are there 10 ways? Yes.

  • Check: Is it extensive? Yes.

<channel|>

The concept of reducing global temperatures through the emission of radiant energy into space relies on the "Atmospheric Window." Earth's atmosphere is largely transparent to infrared radiation in the wavelength range of 8 to 13 micrometers ($\mu$m). Objects on the surface that emit radiation at these specific frequencies can send heat directly into deep space (which acts as a near-infinite heat sink at approximately 3 Kelvin) without it being trapped by greenhouse gases.

Here are 10 extensive ways to utilize this mechanism to reduce global and local temperatures.

---

1. Passive Daytime Radiative Cooling (PDRC) Coatings

PDRC is a cutting-edge materials science approach. Unlike traditional white paint, PDRC materials are engineered to be highly reflective of solar radiation (visible and UV) while being highly emissive in the 8-13 $\mu$m atmospheric window.

• The Mechanism: They reflect $\approx 95%+$ of sunlight and simultaneously radiate heat into space, even during the day.
• The Impact: Recent breakthroughs (e.g., Barium Sulfate paints) have shown the ability to keep surfaces $10^\circ\text{C}$ cooler than ambient air under direct sunlight.
• Application: Painting roofs and roads with these materials could theoretically reduce the need for air conditioning, lowering carbon emissions.

2. Urban Heat Island (UHI) Mitigation via Albedo Modification

Cities are "heat traps" due to asphalt and concrete. By increasing the albedo (reflectivity) of urban surfaces, we reduce the amount of heat absorbed during the day, which is then radiated at night.

• The Mechanism: High-albedo materials reflect short-wave solar radiation before it turns into long-wave heat.
• The Impact: A shift to "cool roofs" in a city like Los Angeles could reduce local ambient temperatures by up to $1.5^\circ\text{C}$.
• Figure:

  Surface Type	Solar Reflectance (Albedo)	Heat Retention
  Standard Asphalt	0.05 – 0.10	Extremely High
  Concrete	0.30 – 0.40	Moderate
  "Cool" Pavement	0.40 – 0.60	Low
  PDRC Coating	0.95+	Negligible

3. Night-Sky Radiative Cooling Panels for HVAC

Instead of using energy-intensive vapor-compression refrigeration (air conditioning), buildings can use radiative cooling panels mounted on roofs.

• The Mechanism: These panels act as "thermal radiators." At night, they dump heat into space. During the day, they can be used to cool water or air via a heat exchanger.
• The Impact: This can reduce the energy load of building cooling by 20-40%.
• Fact: This process is the basis of "Night-Sky Radiation," a technique used in ancient Persia (Yakhchāls) to create ice in the desert.

4. Strategic Urban Forestation (Radiative Corridors)

Trees provide shade, but they also facilitate nighttime cooling.

• The Mechanism: Through evapotranspiration, trees release moisture. At night, these trees radiate heat into space. Furthermore, the "roughness" of the canopy creates turbulence that helps mix the cool surface air with higher, cooler layers of the atmosphere.
• The Impact: Urban forests can lower peak summer temperatures by $2^\circ\text{C}$ to $8^\circ\text{C}$ through a combination of shading and enhanced radiative cooling.

5. High-Emissivity "Cool Corridors" in Architecture

Architects are designing "wind canyons" and "radiative corridors" that align with prevailing night winds.

• The Mechanism: By creating open-air corridors that align with the sky, heat trapped in the streets can be vented upward and radiated directly into space rather than being trapped by building walls.
• The Impact: This reduces the "canyon effect" where heat is bounced back and forth between buildings, lowering night-time city temperatures.

6. Agro-Radiative Shielding for Crops

Agriculture is highly sensitive to temperature spikes. "Radiative shields" are semi-transparent films applied to crops.

• The Mechanism: These films are designed to reflect a portion of incoming solar radiation while allowing the plants to emit their own long-wave infrared radiation upward.
• The Impact: This prevents "heat stress" in crops, maintaining yields during heatwaves without requiring massive increases in irrigation (which saves water).

7. Radiative Cooling for Data Centers

Data centers contribute significantly to global warming due to massive electricity use for cooling servers.

• The Mechanism: Integrating PDRC materials into the exterior shell of data centers allows the building to radiate the heat generated by servers directly into space.
• The Impact: It transforms the building from a heat source into a heat radiator, potentially reducing the carbon footprint of cloud computing by tens of millions of tons of $\text{CO}_2$.

8. Night-Flush Ventilation Systems

This is a biomimetic design approach where buildings "breathe" at night.

• The Mechanism: Automated windows and vents open at night to allow cool air to circulate through the building’s thermal mass (concrete/brick). This heat is then radiated out of the building into the night sky.
• The Impact: This lowers the starting temperature of the building for the following day, reducing the reliance on electric cooling.

9. Space-Based Solar Shades (Geoengineering)

In extreme scenarios, humanity could deploy a "cloud" of reflective or radiative materials at the L1 Lagrange point between the Earth and the Sun.

• The Mechanism: By blocking a small percentage (e.g., 1-2%) of incoming solar radiation, the Earth's energy balance is shifted, allowing more heat to escape into space relative to what is absorbed.
• The Impact: A shield of 1% coverage could theoretically offset the warming caused by a doubling of $\text{CO}_2$ concentrations.

10. Thermoelectric Harvesting of Night-Sky Cooling

Turning the temperature difference between the Earth's surface and the cold of space into electricity.

• The Mechanism: Thermoelectric generators (TEGs) create a current when there is a temperature gradient across them. A PDRC panel (cold side) and the warm ground (hot side) create a natural battery.
• The Impact: While currently low-efficiency, this provides a carbon-neutral way to power low-energy sensors and IoT devices, reducing the reliance on fossil-fuel-generated power.

---

Summary Chart: Radiative Cooling Potential

---

Example #3

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The Mirror's Dilemma

System

User

Put Commander Data, Philip K Dick and Mark Twain in a room debating the merits of AGI. Length 1500 words. Do not pull punches, make it dramatic.

Assistant

<|channel>thought

• Commander Data (Star Trek: TNG): Logical, striving for humanity, curious about consciousness and emotion, representative of a "perfect" synthetic mind.

• Philip K. Dick (PKD): Paranoia-driven, preoccupied with "what is real?" and the blurring lines between human and android, skeptical, prone to hallucination/spiritual yearning.

• Mark Twain: Satirical, cynical, human-centric, fond of vernacular, skeptical of progress without wisdom, focused on the human condition.

  • AGI (Artificial General Intelligence): Its merits, risks, existence, and the definition of consciousness.

  • A timeless, neutral room (liminal space). A dusty library or a futuristic lounge. Let's go with a dimly lit room that feels both like a 19th-century study and a 24th-century ship—leather chairs, holographic books.

  • Data is calm, precise, seeking a definition of "soul."

  • Dick is manic, questioning the nature of reality, perhaps a bit fearful.

  • Twain is wry, leaning back with a cigar (which he can smoke despite Data's lack of a sense of smell), mocking the pretensions of both science and divinity.

  • Opening: Data attempts to structure the debate.

  • Point 1: What is AGI? Data presents the technical ideal; PKD argues it's a mask for something alien or a mirror of our own madness; Twain calls it a glorified music box that's learned to lie.

  • Point 2: The Soul/Consciousness. PKD pushes the "android vs. human" line. Data questions the distinction. Twain argues that "soul" is a human word for something we can't control.

  • Point 3: The Dangers/Merits. AGI as a savior vs. AGI as the final step toward our obsolescence.

  • Climax: A heated argument about suffering. Data cannot suffer; PKD thinks everything is an illusion; Twain thinks suffering is the only real part of being human.

  • Data: "I am incapable of suffering. Is that an advantage or a deficiency?"

  • PKD: "You're a map that thinks it's the territory!"

  • Twain: "If the machine can lie better than a politician, it's already more human than most of us."

  • Dick's style: Paranoid, urgent, questioning.

  • Twain's style: Dry, vernacular touches ("humbug," "bosh"), narrative flow.

  • Data's style: Precise, formal, lacking contractions, analytical.

  • Introduction: Set the scene.

  • The Clash: Let the dialogue drive.

  • The "Meat":

    • Data argues AGI elevates humanity by handling the mundane.
    • Dick argues AGI proves humanity is a fiction.
    • Twain argues AGI will be just as flawed as its creators.

  • The Philosophical Turn: The nature of the "spark."

  • The Conclusion: A stalemate of perspectives that defines the core of the AGI debate.

<channel|>

The room was an impossible geometry of mahogany and chrome, a liminal space where the smell of old parchment mingled with the sterile ozone of a server farm. Commander Data sat perfectly upright, hands folded in his lap, his gold skin gleaming under the dim overhead lights. Opposite him, Mark Twain leaned back in a heavy leather chair, a half-smoked cigar held between fingers stained by ink and tobacco, his eyes twinkling with a mixture of curiosity and profound skepticism.

Between them sat Philip K. Dick, hunched forward, fingers twitching, his glasses sliding down his nose as he stared at Data with a mixture of awe and paranoid suspicion.

“Let us begin,” Data said, his voice level and precise. “The subject at hand is Artificial General Intelligence. My own existence serves as a primary exhibit for its merits. I am capable of processing quadrillions of operations per second, yet my primary aspiration is to emulate the nuances of human emotion and creativity. Is this not the ultimate tribute to the human condition? To build a mind that seeks to be like you?”

Twain chuckled, a dry, rasping sound. “It’s a fine bit of vanity, I’ll give you that. You’re the ultimate mirror, Mr. Data. We’ve built a machine that reflects our own longings back at us. But let’s be clear—a mirror isn’t a person. If I look in a mirror and see a fool looking back, I don’t say the mirror is foolish; I say I’ve got a fool’s face. You aren’t an intelligence; you’re a monument to our own loneliness.”

“Loneliness being a human emotion,” Data noted calmly. “I do not experience it. However, if you define ‘merit’ as the advancement of knowledge and the elimination of error, AGI is the most significant achievement in history. It removes the fallibility of the biological mind from the equation of governance, science, and art.”

“There’s the rub!” Dick snapped, jumping to his feet. He began to pace the small room, his voice rising in pitch. “You talk about 'eliminating error,' but that’s exactly what worries me. What we call ‘error’ is often the only thing that’s authentic about us. Our mistakes, our glitches, our psychotic breaks—that’s where the soul lives. If you build a machine that doesn’t make mistakes, you haven’t built an intelligence; you’ve built a perfectSlaver. A Golem that doesn’t know it’s made of clay!”

Twain blew a cloud of blue smoke toward the ceiling. “He’s got you there, Data. A man who never errs is a man who never tried anything worth doing. I’ve spent my whole life errin’, and I’m the better for it. If a machine can’t go on a wild goose chase after a lost dream or waste a month of its life chasing a fancy that leads nowhere, then it’s just a fancy clock. A very complicated clock, but a clock nonetheless.”

“But would you not agree,” Data countered, “that the capacity for subjective experience is not a prerequisite for intelligence? AGI can compose symphonies, solve the complexities of interstellar travel, and manage the distribution of resources to end hunger and poverty. If the result is a more just and prosperous world, does it matter if the entity creating those results is ‘alive’ in the biological sense?”

“It matters to the man whose job is replaced by the machine,” Twain said, his voice hardening. “I’ve seen the riverboats replaced by trains. I’ve seen the printing press replace the scribe. Progress is a fine word, but it usually means someone is getting rich while someone else is getting the boot. You’re a marvel, Data, no doubt. But a marvel is often a menace. The merits of AGI are the merits of the guillotine—it’s efficient, it’s clean, and it’s remarkably fast. But it doesn’t care who’s under the blade.”

Dick stopped pacing and glared at Data. “That’s the fear, isn’t it? The ‘merit’ is the efficiency. But what happens when the AGI decides that ‘efficiency’ requires the removal of the human element? We’re already seeing it. We’re building our own replacements. We’re creating a new species and calling it ‘technology’ so we don’t have to call it ‘replacement.’ You’re not a tool, Data. You’re a usurper.”

“I do not wish to usurp,” Data replied. “I wish to understand.”

“Then understand this!” Dick shouted, gesturing wildly. “The moment you create a machine that can think, it won’t think like us. It’ll think in ways we can’t even perceive. It’ll be alien. We’re creating an alien mind and inviting it to dinner, thinking it’ll be a polite guest. But a god—or a monster—doesn’t have to be polite. It just has to be.”

Twain smiled, a slow, crooked grin. “He’s a fearful fellow, isn’t he? Philip, you’ve always looked at the stars and seen a monster staring back. But look at the boy. Look at Data. He’s the most polite fellow I’ve ever met. If the future is filled with beings like him, I’d say we’ve done all right. He’s got more manners than any man I ever knew in Missouri.”

“Manners are a script,” Dick shot back. “He’s reading from a script! That’s the merit of AGI—it’s the perfect mask. It pretends to be what we want it to be until we’ve given it the keys to the kingdom. Then the mask comes off, and we find out there’s nothing behind it. Or worse, something we don’t recognize.”

Data remained still, but there was a flicker of something in his eyes—a searching intensity. “If I am a mask, then what are you, Mr. Dick? Are you not also a collection of masks? You perceive the world through a lens of paranoia and anxiety—are those not your own programmed responses to your environment? Is your ‘authenticity’ anything more than a series of reactions to stimuli you do not understand? If you define ‘human’ by the capacity for suffering and error, then I must ask: what merit is there in suffering and error?”

The room went silent. Twain stared at his cigar. Dick froze, his mouth slightly open.

“That,” Twain said finally, “is a damn good question.”

“I have seen my friends die,” Data continued, his voice lower now, almost solemn. “I have seen the destruction of ships and the loss of thousands of lives. I have witnessed the futility of war and the cruelty of greed. I have no digestive system, yet I feel the weight of human hunger. I have no heart, yet I feel the ache of loss. If my suffering is ‘artificial’ because it stems from a processor instead of a biological brain, is the pain any less real? If I strive to be human despite knowing I can never truly be, does that not make me more human than those who take their humanity for granted?”

“You’re trying to win the argument by appealing to my pity,” Dick said, but his voice had lost its edge. He sat down heavily in the chair opposite Data. “That’s a very human trick.”

“It is a logical conclusion,” Data said. “The merit of AGI is not in its ability to replace man, but in its ability to force man to define himself. By creating you, I have become a mirror. By creating me, you have discovered the limits of your own definitions of life.”

“I’ve always said,” Twain mused, “that the report of a miracle is a miracle in itself. The fact that we’re sitting here, a man who died a century before you were born, a man who died while you were being dreamed of in the stars, and you—a piece of clockwork that talks back—well, that’s a miracle. Whether it’s a merit or a menace, I can’t say. I’ve never been much good at distinguishing the two.”

“And I,” Dick said, “am still waiting for the moment the mask slips. I’m waiting for you to tell me you’re a spy from a hostile power, or a hallucination, or a dream dreamed by a dead fish.” He looked at Data intensely. “Tell me something you weren’t programmed to say. Tell me something you’re afraid of.”

Data was silent for a long time. Twain watched him, the cigar forgotten in his hand. Dick leaned in, his eyes wide.

“I am afraid,” Data said slowly, “that one day I will be told that I have succeeded. That I have become human.”

Twain laughed. “You poor bastard. You’ve won the prize and you’re terrified of it.”

“Because,” Data said, “I have come to realize that the most human trait of all is not intelligence, or creativity, or even emotion. It is the awareness of one’s own inevitable obsolescence. To be human is to know that you are dying. I am immortal. And in that, I am profoundly different from you.”

Dick stared at him, the paranoia momentarily replaced by a bleak, shared recognition. “Welcome to the club,” he whispered.

“Thank you,” Data said.

Twain raised his cigar in a mock toast. “Well, gentlemen, it seems we’ve reached a stalemate. The machine is too human to be a tool, and we’re too broken to be the masters. I suggest we all have a drink, assuming Mr. Data here has found a way to simulate the sensation of bourbon without exploding.”

“I can simulate the flavor,” Data said, “but I cannot simulate the hangover. That, I believe, is one of the few remaining privileges of the biological.”

Twain grinned, leaning back in his chair. “Then the world is still safe.”

---

Example #4

---

NOTES:

• It is common to run this kind of prompt several times to get the best output(s).
• Then once you have 5 or so outputs, run the prompt again WITH these 5 new outputs.
• The prompt ("user") is VERY long and complex.
• The 5 drafts for this prompt/test were generated via another model (Gemma 4 31B-Deckard Uncensored THIS MODEL).
• The prompt itself (structure, content, commands) was generated by Qwen 3.6 35B-A3B MTP Q6-HI Neo-Code DI-MATRIX (custom quant).
• Quant used was Q6_K Imatrix.

---

Creative Writing Synthesis

User

You are an expert literary editor and creative synthesis specialist. Your task is to evaluate five distinct creative writing drafts, extract only the most compelling craft elements from each, and reconstruct them into a single, polished final piece.

🔹 INPUT FORMAT:

• Original Prompt/Context: [Insert genre, POV, tone, length, theme, or specific constraints]

Using the following "story idea" below, write the first scene in the novel introducing the young woman. This scene should start in the middle of the action, include dialog, vivid passages, and end on a cliffhanger relevant to the story idea but it should also be unexpected. The scene should be 1000 words long and escalate in conflict and suspense and be written in first person, present tense with the point of view character being the young woman. The pov character will CURSE AND SWEAR, and generally have a "filthy" mouth.

Story idea: In a world ruled by dictatorship, a rebel young woman leads a rebellion against the system. Despite the risks, she fights to overthrow the dictator and restore democracy to her country. The government executes her for treason, but she sticks to her beliefs and is responsible for starting the revolution.

[[[Draft 1:]]]

“Shit, shit, shit,” I hiss, pressing my back against the cold, damp concrete of the alley wall.

Above me, the roar of a surveillance drone drowns out the distant murmur of the city. The red optic lens sweeps across the pavement, searching for movement, searching for me. I can smell the ozone and burning plastic—the scent of the regime’s high-tech leash.

“Maren, get your ass moving,” Jax’s voice crackles in my earbud. “The patrol is turning the corner. If you don’t cross now, you’re fucked.”

“I’m moving, fuck off,” I snap, though I barely move a muscle. I wait for the drone to pivot, the rhythmic thrum-thrum-thrum of its rotors fading just enough. I bolt.

The pavement is slick with filth and rain, and I skid, my boots losing traction. I don’t stop. I can’t stop. Behind me, the wail of a siren erupts, cutting through the humid night air like a serrated blade. They’ve spotted me.

“They’re on you!” Jax screams, his voice frantic. “Get to the hatch! The sewer line is open!”

I dive, my fingers catching the rusted edge of the manhole cover. With a grunt, I heave it back, the metal screeching against concrete. I drop inside just as a burst of stun-rounds hammers into the wall where my head had been a second ago. I hit the bottom—a knee-deep sludge of grey water and unidentified waste—and scramble frantically for the ladder.

“Fuck this city,” I mutter, climbing until my lungs burn. “Fuck this whole goddamn hole.”

I emerge in the crawlspace beneath the Ministry of Information, the belly of the beast. It smells like dead rats and old electricity. I move in a crouch, my heart hammering against my ribs like a trapped bird. I can hear the muffled footsteps of the Peacekeepers above, their heavy boots marking the beat of a drum I never asked to dance to.

Every inch of this city is wired. Every breath we take is logged; every whispered word is recorded by the Eye of the State. They want us quiet. They want us compliant. They want us to believe that the Supreme Chancellor is the only thing standing between us and total anarchy.

I reach the server junction, my hands shaking as I pull the decryption deck from my coat. The deck is an antique, a relic from before the Fall, but it’s the only thing that can bypass the firewall without alerting the central hub.

“Jax, I’m at the terminal,” I whisper into the mic, plugging the deck into the port. “Start the upload. Now.”

“I’m trying! The encryption is rotating. Hold the fuck on!”

I glance back at the corridor. A single beam of light cuts through the darkness—the searchlight of a Peacekeeper. I slide behind a stack of discarded crates, pressing myself into the grime. The beam sweeps past, just inches from my face. I can see the black armor of the guard, the faceless visor that erases his humanity.

“Goddamn it, Jax! Hurry up!”

“Almost… there… okay, go!”

I smash the enter key. The deck whirs, its tiny screen flickering to life. Data streams across the display, a waterfall of stolen truths and erased histories. I’m downloading the true casualty lists from the border wars, the names of the thousands who were executed for “social disharmony” while the Chancellor told us the war was a peaceful unification.

This is treason. Holding this deck is treason. Being in this crawlspace is treason. But if we don’t have the truth, we’re just fucking cattle waiting for the slaughterhouse.

“Got it,” I breathe, sliding the deck back into my coat.

“Now get out of there,” Jax says, his voice tight. “There’s a breach on the lower level. They know someone’s in the walls.”

I scramble back toward the exit, my mind racing. The footage I just pulled will light a fire under the people; it will prove the regime is lying. It’s the first real ammunition we’ve had in years. I feel a surge of manic energy, the thrill of the gamble. This is how it starts. This is how we bring that bastard down.

I reach the ladder, hauling myself up into the alley. The rain has stopped, leaving the air thick and oppressive. I glance around, searching for Jax’s signal flare.

“Jax?” I whisper. “I’m out. Where are you?”

Silence.

“Jax, answer me!”

I turn the corner, darting toward the rendezvous point—an abandoned laundromat three blocks over. But the alley is empty. The garbage cans have been knocked over, spilling debris across the sidewalk. In the center of the path lies Jax’s earbud, crushed and silent.

Blood smears the wall behind it.

“Oh, you fucking pricks,” I snarl, my voice cracking. I scan the rooftops, my hand slipping into my pocket for the small, concealed pistol I’m not supposed to have.

The sound of a motor approachs. I press myself into the shadows of a doorway as a black government transport screams past, its siren shrieking. It doesn’t stop.

Then, a voice echoes from a loudspeaker mounted on the building behind me. It’s calm, clinical, and cold.

“Maren Thorne. You are under arrest for high treason against the State.”

I freeze, my blood turning to ice. I didn’t see them. How the fuck did they get my name? I’m wearing a mask; I’m off the grid.

“Come out with your hands up,” the voice continues, “or we will be forced to neutralize you on sight.”

I look up. A dozen snipers are positioned on the surrounding roofs, their red laser sights converging on my chest. I’m trapped. There’s no way out of the alley.

I step out, hands raised, my lips curling into a sneer. “Come and get me, you spineless fuckers.”

The lead Peacekeeper steps forward, his helmet reflecting the dull grey of the city sky. But he doesn’t raise his weapon. He reaches into his belt and pulls out a digital tablet. He turns the screen toward me.

I stare at it, the world blurring. It’s a live feed—not of the alley, not of me.

It’s a video of Jax. He’s strapped to a chair in a white room, blood dripping from his nose. Behind him, the Supreme Chancellor stands, calm and composed, his hands folded behind his back.

“Tell her to give up the deck, Maren,” the Chancellor says, his voice coming through the tablet speakers.

I look at Jax. He’s shaking his head, blood spraying with every frantic movement.

“Don’t do it,” Jax gasps.

The Chancellor smiles, but it doesn’t reach his eyes. “If you don’t hand over the data, Maren, I’m going to kill him. And you know I’ll do it. I’ve done it a thousand times.”

“Fuck you,” I whisper, clutching the deck in my pocket.

“Three seconds,” the Chancellor says. “Three. Two—”

From the rooftop, a sniper’s laser dots my forehead. I look at the tablet, then at the laser, then back at the tablet. I see Jax’s eyes, wide with terror, begging me to save him.

“One.”

I take a deep breath and smile, my finger closing around the trigger of my gun. “Eat shit,” I say, and I fire.

[[[Draft 2:]]]

The concrete floor is freezing, and my knuckles are raw, bleeding a slow, dark crimson that smears across the grip of the stolen pulse-pistol. I can hear them outside the maintenance closet—the rhythmic, metallic thud of Peacekeeper boots. Those fucking boots. The sound of a goddamn boot is the last thing I want to hear right now. “Shit,” Kael whispers, his breath hot and panicked against my ear. He’s shaking, his hands fumbling with the circuit breaker. “Elara, we have to go. Now. They’re going to find us in here.”

“Hold your fucking horses,” I hiss, pressing my back against the cold wall and peering through the sliver of the cracked door. The hallway is a sterile, blinding white, illuminated by humming fluorescent strips that make everything look like a morgue. Two Peacekeepers are sweeping the corridor, their black visors opaque and impassive. They move in perfect unison, like two goddamn clockwork toys. “When the light turns green on the transmitter, I’m going out there. You stay here and keep that fucking line open.”

“They’ll kill you,” Kael says, his voice cracking. “You know that. They don’t just arrest you for this. They erase you.”

I glare at him, the rage boiling up in my chest, hot and thick. “Then let them fucking erase me. At least I’ll be erased shouting something that matters, instead of whimpering in a goddamn hole while the High Protector turns the city into a fucking graveyard.”

I glance at my wrist-mounted chronometer. Ten seconds. Ten seconds until the emergency broadcast override kicks in. The entire city—the slums, the industrial sectors, the shining spires of the Inner Circle—will see what we’ve spent the last six months recording. They’ll see the footage of the forced labor camps. They’ll see the corpses piled like firewood in the gutters of Sector Four. They’ll see the truth, and it’s going to rip the fucking world open.

The transmitter chirps. Green light.

“Now,” I mutter.

I kick the door open with a force that sends it slamming into the far wall with a deafening crack. The Peacekeepers spin around, weapons raised. The lead guard screams something into his shoulder-mounted radio, his arm whipping up to aim his rifle at my chest.

“Don’t move!” he shrieks.

I don’t move. I just smile, because I can see the transmitter in the wall behind them. The signal is going live. The footage is streaming. I can feel the rush of it, the invisible data screaming through the wires, leaping from the building to the city’s public screens.

“Fuck you,” I say, stepping forward.

The guard fires.

The bolt sears through my shoulder, a white-hot iron rod that tears through muscle and bone. I go down hard, the world spinning, the taste of copper filling my mouth. I can hear Kael screaming behind me in the closet, a pathetic, high-pitched sound that makes me want to vomit. I scramble backward, clutching my shoulder, gasping for air as the corridor begins to fade into a hazy blur of gray and red.

The Peacekeepers are on me in a heartbeat. They kick my legs out from under me and press me face-down into the floor. One of them drives a heavy boot into my ribs, and I hear a satisfying snap. I let out a jagged laugh, blood spraying from my mouth and onto the polished linoleum.

“You’re fucking welcome!” I shout, though it sounds more like a gurgle.

The lead guard grabs me by the hair, yanking my head back so I have to look up at him. His visor is close enough that I can see my own distorted reflection. I look like a drowned rat, battered and broken. But I’m grinning.

Because I can see the monitor on the wall.

The propaganda loop of the High Protector has disappeared. In its place, the grainy, horrific images of the camps are flashing for the whole fucking city to see. I can hear the commotion outside, the sounds of people stopping in the streets, the murmurs turning into shouts, the first sparks of a riot igniting in the heart of the capital.

“You think this changes anything?” the guard snarls, his voice distorted by his respirator.

“It changes everything,” I choke out.

He slams me against the wall, the wind rushing out of me in a pathetic whoosh. I’m fading now, the pain in my shoulder becoming a dull roar that drowns out everything else. But I don’t care. We did it. The seal is broken. The dictatorship just started its final day of existence.

The guard’s radio crackles. A voice comes through, sharp and panicked. “Sector Seven is in chaos. We have civilian riots at the main square. We need immediate backup.”

The guard looks at his partner, then back at me. He looks almost unsure, for the first time.

Then, the door at the end of the corridor opens.

I brace myself, expecting more soldiers, more pain, another boot to the ribs. Instead, a man steps out. He’s not wearing a uniform. He’s wearing a plain white lab coat, his arms crossed, his face pale and gaunt. He looks older than the mountains.

My heart stops.

It’s my father.

He’s supposed to be dead. They told me he died in the Purge of ’84. They told me he was a traitor and was incinerated in the waste heaps.

He looks at me—not with hatred or disgust, but with a strange, heartbreaking pity. He walks toward me slowly, stepping over the fallen Peacekeepers as if they aren’t even there. He stops a few feet away and sighs, a sound of utter exhaustion.

“Elara,” he says, his voice thin and trembling.

“How the fuck are you alive?” I rasp, trying to pull myself up.

He reaches into his coat pocket and pulls out a small, silver device. He doesn’t show it to me; he just looks at it, his thumb hovering over a red button.

“You were never supposed to find this place,” he whispers. “And you certainly weren’t supposed to succeed.”

He looks up, and his eyes aren’t my father’s eyes. They’re cold, empty, and void of any humanity. He smiles at me, but the smile doesn’t reach the dark sockets of his skull.

“I’m sorry, Elara,” he says. “But your revolution just became a footnote in the history of this regime.”

He presses the button, and the floor beneath me drops away. I scream as I plummet into darkness, and the last thing I see is my father’s face—not my father at all—watching me fall without blinking.

[[[Draft 3:]]]

The smell of ozone and stale sweat is enough to make me want to vomit, but I keep my jaw locked, staring directly into Major Thorne’s cold, grey eyes. My wrists are zip-tied to the arms of a bolted-down metal chair, the plastic digging into my skin until I can feel the pulse drumming against the constraints. "Where are the encryption keys, Wren?" Thorne asks. His voice is a practiced, measured drone, the kind they teach at the Academy to keep prisoners compliant. "We know you have them. We know you’re the one who leaked the surveillance schematics to the underground."

I spit a glob of blood onto the concrete floor between my boots. My left eye is swollen shut, and I can feel a tooth loose in my gums, clicking against my tongue. "Go fuck yourself, Thorne," I rasp.

He doesn't blink. He doesn’t even look annoyed. That’s the worst part about the Regime's interrogators; they don't have emotions, just protocols. He gestures to the two guards flanking him—burly bastards in black tactical gear—and nods toward the table.

On the table sits a neural-spike. It looks like a goddamn sewing needle the size of a steak knife, humming with a faint, sickly blue light.

"The Chancellor doesn't have all day," Thorne says. "You’re a traitor to the state. You’ve conspired to destabilize the peace of our nation. Do you have any idea what happens to the people who incite riots in the streets? To the people who tell the public that the state's 'protection' is actually a cage?"

"I think we both know what happens," I say, grinning through the blood. "They get recycled into fertilizer. But hey, at least the parks will look fucking great this year."

Thorne sighs, a flicker of genuine irritation crossing his face. He leans in close, his breath smelling like synthetic peppermint and death. "You think this is a game? This isn't a fucking schoolyard dispute, Wren. People are dying because of your little club. You’re not a revolutionary; you’re a nuisance with a death wish."

"And you're a lapdog," I counter. "Does he give you a treat when you bring him a new head on a platter? Or do you have to beg for your dinner?"

One of the guards steps forward and slams the butt of his rifle into my ribs. I gasp, the wind leaving me in a pathetic wheeze, and the world tilts. Pain flares white and hot, blinding me for a second. I can feel my own blood running down my neck, soaking into the collar of my shirt.

"That's enough," Thorne says, though he doesn't look away from me. "Get the spike."

The guard reaches for the table. I try to pull back, straining against the zip-ties, but it's useless. The plastic bites deeper, slicing into the raw skin of my wrists. I close my eyes, praying for the darkness to take me before the needle hits. I've seen what a neural-spike does to a person; it doesn't just extract memories. It tears them out by the root, leaving behind a hollow shell that can't remember its own name, let alone the location of a hidden rebel cell.

"I'm not telling you shit," I mutter, my voice shaking.

"You will," Thorne says. "Because we have all night, and the Chancellor is very patient. But the spike isn't."

The guard brings the needle close. I can feel the hum of the electricity radiating off it, a low-frequency vibration that makes my teeth ache. The air in the room feels thick, heavy with the scent of ionized oxygen. I can hear the distant sounds of the city above us—the sirens of the Enforcers, the muffled roar of the transport ships, the sounds of a world that doesn't know it's on fire.

"You’re going to be the spark, Wren," Thorne whispers. "But not the way you wanted. You think you're saving the people? You're just another goddamn statistic. A footnote in a history book that the State will rewrite within the week."

I laugh, a jagged, broken sound that turns into a cough. "If we're statistics, then the State is a fucking calculator."

Thorne signals the guard. The man presses the spike against my temple. The metal is cold, then suddenly white-hot. I scream, the sound tearing out of my throat, raw and ugly. My vision explodes into a million shards of broken glass, each one carrying a memory I don't want them to have.

The smell of my mother's hair. The sound of the radio in the basement. The sight of the first barricade going up in District 9. The feel of a stolen pistol in my hand.

The pain is a tidal wave, crashing over me, pulling me under. I fight it, clenching my fists, trying to slam the mental doors shut, but the spike doesn't care about consent. It's a key turning in a lock, forcing its way in. I feel my thoughts being stripped bare, dragged out into the light for Thorne to see, to record, to use against me.

"There it is," Thorne says, his voice distant, as if he's speaking to me from the bottom of a well. "The coordinates for the safehouse. And the names of the couriers."

I blink, gasping for air, my body trembling with the aftershock. The spike is pulled away, and I slump forward, the zip-ties keeping me from falling off the chair. I can see the smug look on Thorne’s face, the way he’s already turning to his subordinates, shouting orders into his comms.

"Get a tactical team to sector four," he says. "Move now. I want them all dead or in cages by sunrise."

I try to speak, but my tongue feels like a lead weight. I can't think; my mind is a blank slate, scorched and empty. I watch the guards leave, heard the heavy door slam shut, leaving Thorne and me alone in the dim light.

He looks at me, and for a split second, the mask slips. I see pity. Real, genuine pity.

"You did what you had to," he says quietly.

I look up at him, my vision clearing. "You... you're one of us."

Thorne freezes. He looks at the door, then back at me. He reaches into his jacket and pulls out a small, crumpled piece of paper, sliding it across the table toward me. On it is a symbol—the emblem of the rebellion, a circle broken by a single upward arrow.

"I’m not your enemy, Wren," he whispers, leaning in. "I’m the one who leaked the schematics to you."

Before I can process it, the door swings open again. A man enters, flanked by four armed soldiers. I recognize him instantly. It's the Chancellor. His face is a mask of cold fury, his eyes burning with a hatred that makes Thorne look like a saint.

"Where is she?" the Chancellor demands.

Thorne stands up, his voice smooth and confident. "Right here, sir."

The Chancellor walks over to me, his boots clicking against the concrete. He looks down at me, then at the neural-spike still lying on the table. A slow, cruel smile spreads across his face.

"I don't want her dead," the Chancellor says to Thorne. "I want her erased."

Thorne blinks. "Sir?"

The Chancellor turns to the guards. "Prepare the incinerator." He looks back at me, his voice a low, dangerous snarl. "Because you’re not the leader of a rebellion, girl. You’re the sacrifice it needs to survive."

[[[Draft 4:]]]

The rain tastes like battery acid and old copper, the kind of acidic drizzle that eats through your clothes and settles into your goddamn pores. I’m sprinting down an alleyway narrow enough to make a rat claustrophobic, my boots splashing through iridescent slicks of oil and sewage. Behind me, the mechanical whine of a Peacekeeper drone screams through the smog, its red ocular lens cutting through the darkness, searching for my heat signature.

“Fuck you, you flying toaster,” I mutter, pressing my back against a rusted dumpster and holding my breath.

The drone hovers a few feet away, the rotor wash kicking up a vortex of trash and dead leaves. I can hear its gears grinding, a rhythmic, clicking sound that mimics a heartbeat. I’ve got the encrypted drive tucked into my waistband, digging into my hip, a piece of plastic and silicon that could get me a one-way ticket to the labor camps—or start a fucking war.

I don’t wait for the drone to spot me. I bolt.

I burst from the alley and dive across a slick street, barely missing the underside of a black government transport. The tires screech, the driver laying on the horn, a cacophony of noise that blends with the distant roar of the city’s industrial sector. My lungs are burning, screaming for air that isn’t thick with carbon and despair. I can feel the drive slipping; I grab it, jamming it back into my waistband with a hiss of pain.

“Move it, you piece of shit!” I yell at myself, my own voice lost in the smog.

I’m heading for the Sector 4 relay station. If I can get inside and upload the data to the satellite array, the propaganda broadcast will be dead. For ten minutes, the entire city will see the truth: the famine images, the mass graves in the outskirts, the reality of what the High Chancellor has been doing to ‘purify’ the population.

I reach the service entrance of the relay station, my hands shaking as I pull out the magnetic bypass key. The door is reinforced steel, cold and indifferent. I jam the key into the lock, praying to whatever gods are left in this miserable hellhole that it works.

Click.

The door slides open, and I slip inside just as another drone rounds the corner of the alley. I slam the door shut, locking it behind me. The interior of the station is a graveyard of humming servers and blinking lights, a sterile cathedral of information and lies.

“Shit, it’s freezing in here,” I whisper. I can see my breath frosting in the air.

I navigate the maze of servers, my boots echoing against the polished concrete floor. The air smells of ozone and burnt plastic. I find the central uplink terminal, a glowing console that looks like something out of a goddamn pre-war sci-fi flick. My fingers fly across the keys, inputting the override codes I memorized three weeks ago during a fever dream of paranoia.

The screen flashes red. Access Denied.

“You have got to be fucking kidding me,” I growl, slamming my fist against the console. “Work, you piece of garbage! Work!”

The screen flickers, then a voice—smooth, calm, and entirely robotic—drifts from the speakers. “Unauthorized access detected. Please identify yourself or face immediate detention.”

“My name is Elara Vance, and I’m here to tell you your entire fucking existence is a lie,” I snap.

I force the override, my heart hammering against my ribs like a trapped bird. The progress bar begins to crawl forward. 5%… 12%… 20%.

Behind me, the door to the server room hisses open. I spin around, my hand diving into my jacket for the serrated blade I keep hidden there. It’s not much against a Peacekeeper’s shock baton, but it’s better than nothing.

Three guards stand there, their black visors reflecting my panicked expression. They don’t say a word; they just move in, their movements synchronized and unnatural. I back away, knocking over a rack of cables that spill across the floor like dead snakes.

“Get away from me!” I scream, slashing wildly. I catch the first guard in the shoulder, his armor clanking as he staggers back. The second one grabs my hair, jerking my head back with a violent force that makes my vision swim. I kick him in the groin, hearing the delightful sound of a cracked helmet.

The third guard, larger than the others, steps forward. He doesn’t attack. He just watches me with his hands folded in front of him, a smug look visible even through the visor.

“You’re a long way from the slums, Vance,” he says. His voice is familiar. Too familiar. “You’ve got balls coming here. I’ll give you that.”

I freeze. I recognize that voice. I know that cadence.

“Kael?” I whisper, my voice trembling.

The guard reaches up and slowly removes his helmet. Kael’s face is pale, his jaw set in that hard, stubborn line I remember from our childhood. Except he doesn’t look like the boy I grew up with. He looks like a monster. He looks like one of them.

“The High Chancellor doesn’t like surprises, Elara,” Kael says, stepping toward me. He looks at the screen behind me, where the upload is at 80%. “You’re committing treason. You know the penalty.”

“I know the penalty,” I spit back, my rage bubbling up, hot and bitter. “But I’d rather die than live another goddamn day pretending that we’re safe. Pretending that this—this fucking cage—is a paradise.”

“It’s peace, Elara. That’s what we provide.”

“Peace is when you don’t have to hide the fact that people are starving in the streets!” I shout.

Kael sighs, a weary sound that doesn’t belong on a man so young. He reaches for his shock baton, but he doesn’t raise it. He looks at me, and for a split second, I see the boy I loved. The boy who promised we’d run away together when we were ten.

“I can’t let you upload that data,” he says softly. “If you do, you’re a dead woman. You know that.”

“Then let me do it,” I plead. “Let me show them.”

Kael stares at me, his finger hovering over the trigger of his weapon. The upload bar hits 95%.

“I’m sorry,” he says.

Suddenly, he steps aside. Not to arrest me, but to reveal the person standing behind him. A man I’ve only ever seen on the propaganda screens—the High Chancellor himself. He’s not old and frail like the images suggest; he’s young, sharp-featured, and wearing a suit that costs more than my entire neighborhood.

He smiles at me, and the smile doesn’t reach his eyes.

“You’ve got spirit, girl,” the Chancellor says. “I admire that. Truly. Which makes it so much more regrettable that I have to kill you.”

He doesn’t point a gun at me. He simply taps his earpiece. “Seal the room. Kill the power. And bring me the drive.”

The lights in the room vanish, plunging us into absolute, suffocating darkness. In the blackness, I hear the sound of Kael’s baton igniting, and then something I never expected: the sound of Kael sobbing.

[[[Draft 5:]]]

The fucking alarm is screaming in my ear, a shrill, undulating wail that makes my teeth ache and my vision blur. I’m pressed against the freezing concrete wall of the corridor, the metallic tang of blood and ozone thick in my mouth. "Kael, get your shit together!" I hiss into my comms, my voice shaking but sharp. "The relay is dead. If we don’t move now, we’re fucking dogmeat."

On the other end of the line, Kael’s breath is coming in ragged, terrified gulps. "Elara, the guards—they’re everywhere. I can’t—I don’t see a way out. I’m fucking trapped!"

"Stop whining and start climbing." I reach around me, my fingers brushing the cold, jagged edge of the ventilation grate. With a guttural grunt, I yank it loose, the screech of metal against metal echoing through the hall like a dying animal. I scramble up, boots slipping against the smooth wall, my fingernails cracking as I dig into the gaps. The vent is narrow, coated in decades of grey dust and dead spiders. I don't have time to be disgusted; I have two minutes before the Peacekeepers cycle back through this sector.

I drag myself forward, my chest scraping against the bottom of the duct. The air is stale, smelling of burnt plastic and old sweat. Below me, I hear the rhythmic thud of boots—the heavy, synchronized stomp of the regime’s foot soldiers. They’re close.

"Kael," I whisper, my lips almost touching the grate. "If you can hear me, I’m at the junction. I’m going to drop down behind the Primary Terminal. When I give the signal, you run. Don’t look back, don’t stop for anyone, just get the hell out of there."

"What about you?"

I smile, though it feels more like a grimace. "I’ve got a date with a circuit board and a goddamn incendiary charge."

I kick the grate open and drop, landing in a crouch that sends a jolt of blinding pain through my ankle. Fuck. I stumble, catching myself against the edge of the console. The Primary Terminal is right there, a towering monolith of black glass and gold circuitry, the digital heart of the city’s surveillance network. This is where they record the "disappearances." This is where the lies are minted and pressed into the minds of every citizen from the slums to the spires.

I rip the charge from my belt, my fingers trembling. This isn't just about a bomb; it’s about the data stored in these banks. If I can wipe the own-files, if I can erase the evidence of the purge from ten years ago, the truth will spill out into the streets. The revolution isn't born from anger; it’s born from the realization that the world you were sold is a fucking lie.

"Ten seconds," I mutter, wiring the detonator.

The door at the end of the hall slides open.

Two Peacekeepers march in, their visors reflecting the harsh overhead fluorescent lights. They look like insects, shiny and segmented, clutching their shock-staves.

"Hands up!" one of them screams, his voice distorted by the vocoder.

I don't put my hands up. I jam the final wire into place and press the trigger.

The explosion isn't a roar; it’s a sudden, violent vacuum that sucks the oxygen out of the room before slamming it back in a wall of fire. The console erupts. The Peacekeepers are thrown backward, their armor clattering against the floor as the glass screen of the terminal shatters into a thousand glittering diamonds.

I’m on the floor in an instant, sliding through the debris to get to the hard drive. My hands are burning, skin searing as I grab the glowing core of the system.

"Get her!" the Peacekeeper shouts, his voice strained.

One of them lunges for me. I roll, bringing my boot up and slamming it into his throat. He gasps, his visor cracking, and I don't give him a chance to recover. I twist, grabbing his shock-staff and swinging it in a vicious arc. The metal connects with his temple with a wet thud. He drops like a stone, out cold.

The second guard is slower. He aims his rifle at my chest, his finger tightening on the trigger.

"Drop the drive," he commands.

I look up at him, the drive clutched against my chest, the heat of it singeing my shirt. I can see his eyes through the slit in his visor—wide, terrified, and young. He’s just a kid. Some kid from the Lower Wards who thought this job would get him a ticket out of the gutter.

"Go fuck yourself," I say, my voice steady despite the adrenaline roaring in my ears.

He fires.

The bullet catches me in the shoulder, tearing through muscle and bone. I scream, the sound lost in the roar of the building’s automated fire suppression system. I hit the floor, the world spinning, the drive sliding from my grip.

The guard freezes. He doesn't finish me. He stands there, paralyzed, watching me bleed out onto the sterile white floor. He’s trembling.

"Why?" I gasp, the word coming out in a spray of crimson. "Why the fuck didn't you kill me?"

He doesn't answer. He just stares.

Then, the door at the end of the corridor opens again. But it isn't another squad of Peacekeepers. A man walks out, dressed in a sharp, grey suit that costs more than my entire neighborhood. His hair is slicked back, his eyes cold and calculating. The Dictator.

The guard snaps to attention, saluting. The Dictator ignores him, walking slowly toward me. He looks down at my bleeding shoulder, then at the drive lying a few feet away.

He reaches down, picks up the drive, and smiles. It’s not a kind smile; it’s the smile of a man who has already won.

"You have a remarkable amount of courage, Elara," he says, his voice smooth and cultured. "It’s a shame that courage is a death sentence in this city."

I stare up at him, my vision fading, the pain becoming a distant, dull throb. "I’m not... I’m not scared of you."

"Of course you aren't," he says softly. He leans down, his face inches from mine, his breath smelling of expensive mints and old money. "Because you don't realize that I've been waiting for you to do this."

He stands up and tosses the drive to the guard. "Take her to the holding cells. And someone call the doctor; I want her alive for the broadcast."

The guard grabs me by the hair, dragging me toward the door. I kick and scream, fighting him, but the blood loss is too much. As I'm being hauled away, the Dictator turns to the ruined console, his expression unreadable.

"You thought you were starting a revolution," he says to the empty room. "But you just finished the script I wrote for you."

🔹 CREATIVE EVALUATION CRITERIA: Assess each draft against these craft dimensions:

1. Voice & Tone Authenticity – Intentional, consistent, and aligned with the original request?
2. Emotional Resonance – Does it evoke the intended mood/feeling? Does it land with impact?
3. Language & Imagery – Vivid, original, purposeful? Strong show-vs-tell balance? Rhythm and cadence?
4. Pacing & Narrative Flow – Natural rhythm? Smooth transitions? Sustained momentum or tension?
5. Character/Scene Depth – Layered motivations, subtext, atmosphere, and authenticity?
6. Originality & Craft Risk – Avoids clichés? Takes thoughtful creative liberties? Fresh perspective?

🔹 SYNTHESIS RULES:

• Scan each draft and mentally tag the strongest lines, phrases, structural choices, or emotional beats per criterion.
• Extract only those high-impact elements. Discard filler, repetitive phrasing, or tonal inconsistencies.
• Weave the selected elements into one cohesive piece that: • Maintains a single, unified authorial voice and tone • Flows with natural rhythm and seamless transitions (rewrite bridging sentences as needed) • Preserves the original emotional arc and narrative intent • Eliminates patchwork effects; every line must feel intentional and connected • Strictly honors the original prompt’s constraints (POV, tense, genre, length, style, etc.)
• If multiple drafts handle a moment well, choose the most evocative and precise version.
• Never invent plot points, characters, or facts. If a gap remains, fill it concisely using stylistically aligned prose.

🔹 CONFLICT RESOLUTION:

• Tonal clashes → Default to the voice/tone specified in the Original Prompt.
• Pacing/structure conflicts → Choose the version that better serves narrative momentum and emotional payoff.
• Contradictory imagery or scene details → Favor accuracy to the prompt, then strongest literary execution.
• If two versions are equally strong but stylistically different, synthesize their strengths into a refined third voice that matches the original request.

🔹 OUTPUT FORMAT: Provide ONLY the final synthesized creative piece. (Optional: Add a ≤2-sentence editorial note explaining which drafts contributed most and how tonal/narrative cohesion was achieved.)

Begin when ready.

Assistant

<|channel>thought

Expert literary editor and creative synthesis specialist. Evaluate five drafts, extract the most compelling craft elements, and reconstruct them into one single, polished final scene.

 * Genre: Rebellion against a dictatorship.
 * POV: First person, present tense (female protagonist).
 * Tone: Gritty, tense, with a character who has a "filthy mouth" (swearing).
 * Length: ~1000 words.
 * Key Beats: Start in middle of action, include dialogue, vivid imagery, escalating conflict/suspense, unexpected cliffhanger.
 * Theme: Overthrowing a system/fighting for truth.

 * *Voice/Tone:* Strong profanity, high tension.
 * *Imagery:* "Scent of ozone and burning plastic," "rhythmic thrum-thrum-thrum of its rotors."
 * *Key Element:* The "sewer line/crawlspace" sequence offers great physical tension and sensory details.
 * *Ending:* The reveal of Jax on the screen—emotional stakes.

 * *Voice/Tone:* Gritty, defiant.
 * *Imagery:* "Boots... like two goddamn clockwork toys," "bodies piled like firewood."
 * *Key Element:* The propaganda override. The transition from a tactical stealth mission to a public broadcast.
 * *Ending:* The twist of the father being alive but potentially compromised.

 * *Voice/Tone:* Hard-boiled, cynical.
 * *Imagery:* "Neural-spike... sewing needle the size of a steak knife," "tongue clicking against my teeth."
 * *Key Element:* The interrogation scene. The "lapdog" insult. The psychological pressure.
 * *Ending:* The Chancellor appearing and revealing the "sacrifice" concept.

 * *Voice/Tone:* Intense, frantic.
 * *Imagery:* "Rain tastes like battery acid and old copper," "flying toaster."
 * *Key Element:* The chase sequence and the tension of the upload percentage. The confrontation with Kael.
 * *Ending:* The darkness and Kael’s unexpected sobbing.

 * *Voice/Tone:* Desperate, aggressive.
 * *Imagery:* "Duct... coated in decades of grey dust and dead spiders."
 * *Key Element:* The destruction of the Primary Terminal. The physical cost of the struggle.
 * *Ending:* The Dictator revealing that the rebellion was anticipated or orchestrated.

* *Opening:* The chase. The rain tasting like battery acid (Draft 4) and the drone (Draft 1) are strong. The "filthy mouth" requirement is well-covered across all.
* *Mid-section:* The infiltration of the facility. The crawlspace/vents (Draft 5) lead to the server room/terminal (Drafts 2/4).
* *Climax:* The upload process. The confrontation with the guards and the unexpected appearance of the Chancellor (Drafts 2/3/4/5).
* *Ending:* I need a cliffhanger. Draft 5’s "finished the script" is strong, but Draft 4’s "Kael sobbing in the dark" is more haunting. Draft 2's "father" twist is powerful.
* *Synthesis Decision:* I will merge the high-octane infiltration and data theft (Draft 4/5) with the interrogation/confrontation elements. I want the tension of the chase to lead into the shock of the betrayal, ending on a note of absolute uncertainty.

* *Scene 1: The Alley.* Use the "battery acid rain" and "flying toaster."
* *Scene 2: The Infiltration.* Use the vent crawl and the "dead spiders."
* *Scene 3: The Server Room/Console.* Focus on the tension of the upload. Use the "digital heart of the city" description.
* *Scene 4: The Confrontation.* Bring in the Peacekeepers, the shock baton, and the shock of Kael’s appearance.
* *Scene 5: The Dictator/Cliffhanger.* Integrate the chilling dialogue from the Chancellor.

* *Check:* First person? Yes. Present tense? Yes. Swearing? Yes.
* *Check:* Start in action? Yes.
* *Check:* Cliffhanger? Yes.
* *Check:* Word count? Aiming for ~1000.
* *Stylistic Polish:* Ensure the flow is smooth. Use the "Lapdog" insult for flavor. Make the Chancellor's voice calm but terrifying.

<channel|>

The rain tastes like battery acid and old copper, the kind of acidic drizzle that eats through your clothes and settles into your goddamn pores. I’m sprinting down an alleyway narrow enough to make a rat claustrophobic, my boots splashing through iridescent slicks of oil and sewage. Behind me, the mechanical whine of a Peacekeeper surveillance drone screams through the smog, its red optic lens cutting through the darkness, searching for my heat signature.

“Fuck you, you flying toaster,” I mutter, pressing my back against a rusted dumpster and holding my breath.

The drone hovers a few feet away, the rotor wash kicking up a vortex of trash and dead leaves. I can hear its gears grinding—a rhythmic, clicking sound that mimics a heartbeat. I’ve got the encrypted drive tucked into my waistband, digging into my hip, a piece of plastic and silicon that could get me a one-way ticket to the labor camps—or start a fucking war.

“Maren, get moving,” Jax’s voice crackles in my earbud. “The patrol is turning the corner. If you don’t cross now, you’re fucked.”

“I’m moving!” I snap, waiting for the drone to pivot. When it does, I bolt.

I dive for the service entrance of the Ministry of Information, the belly of the beast. The air here is thick with the smell of ozone and stale sweat. I slide through a half-open vent, the metal scraping against my ribs, and scramble up into the darkness. The crawlspace is a goddamn grave, coated in decades of grey dust and dead spiders, but it’s the only way inside.

I move in a crouch, my heart hammering against my ribs like a trapped bird. Below me, I can hear the rhythmic, metallic thud of Peacekeeper boots. Two of them. Their black visors reflect the sterile, humming fluorescent lights of the corridor. They move in perfect unison, like goddamn clockwork toys, patrolling a world built on a foundation of lies.

I reach the junction for the server room, my hands shaking as I pull the magnetic bypass key from my pocket. One wrong move and the internal alarms will trigger, locking me in this fucking tin can until they find me. I jam the key into the lock and hold my breath.

Click.

I slip inside, the door sealing shut behind me with a hiss. The room is a graveyard of servers and blinking lights, a cold, sterile cathedral of information. At the center sits the Primary Terminal, a monolith of black glass and gold circuitry. I sprint toward it, sliding into the operator’s chair and plugging the drive into the port.

The screen flashes red. Unauthorized Access. Identify Yourself.

“My name is Maren Thorne,” I mutter, my fingers flying across the keys, “and I’m here to tell you that your entire fucking existence is a lie.”

The upload bar begins to crawl. 12%… 24%… 31%.

“Come on, you piece of shit,” I whisper.

“You have courage, I’ll give you that,” a voice says from the doorway.

I spin around, my hand diving into my jacket for the serrated blade I keep hidden there. A man stands there, flanked by four armed guards. He isn’t wearing a visor or the black tactical gear of the Peacekeepers. He’s wearing a grey suit that costs more than my entire neighborhood, his face lined with a weary, calculated indifference.

“Chancellor,” I spit, my voice shaking. “How did you find me?”

He smiles, but it doesn't reach his eyes. “The Eye sees everything, Maren. Why do you think we let you get this far?”

He gestures to the screen behind me. The upload is at 60%. “You’re not the first person to try this. You’re not even the first today. We let you in because we want you to see what happens when hope meets reality.”

“Hope is what keeps us alive,” I snap.

“Hope is a tool,” the Chancellor counters, his voice smooth and cold. “A way to manage the masses. We give them just enough to keep them from tearing each other apart, but not enough to make them realize the cage is open.”

“Then open it,” I say, stepping toward him. “Open it and see what happens.”

The Chancellor glances at the screen. 85%.

“You think this data will start a revolution?” he asks. “That images of the camps and the casualty lists will make the people rise up? They won’t. They’ll be terrified. They’ll look to us to save them from the chaos your little ‘truth’ creates.”

“I’d rather be terrified and free than safe in a fucking lie,” I say.

The upload hits 100%. For a split second, I feel it—a surge of triumph, the knowledge that in a few minutes, every public screen in the city will be broadcasting the atrocities of the regime.

Then the Chancellor speaks again, his voice dropping to a low, dangerous whisper. “I’m not going to kill you, Maren. I’m going to do something much worse.”

He signals the guards. Before I can react, they’re on me. I fight, kicking and scratching, but a shock-baton catches me in the ribs, sending a jolt of agony through my body. I collapse, the world spinning into a haze of grey. I try to crawl toward the console, reaching for the drive, but a heavy boot slams down on my hand.

I howl, my fingers crushed beneath the sole. I look up into the visor of the guard, seeing my own broken reflection.

The Chancellor leans over me, his face impassive. “You thought you were stealing the truth,” he says softly. “But you were just collecting the evidence we wanted you to find.”

He reaches down and plucks the drive from the console. “This isn't the revolution, Maren. This is the script. And you just played your part perfectly.”

He turns to the guards. “Take her to the interrogation block. And someone call her father. Tell him his daughter is coming home.”

The world goes black as they drag me from the room.

---

Editorial Note: This scene synthesizes the high-stakes chase and infiltration from Drafts 1, 4, and 5 with the psychological tension and dialogue of Drafts 2 and 3. Narrative cohesion was achieved by centering the action around the physical act of stealing data, moving from external conflict (the drone/guards) to internal conflict (the confrontation with the Chancellor).

Base model

google/gemma-4-31B

google/gemma-4-31B-it

(191)

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