Mistral-Nemo-Instruct-2407-12B-Thinking-M-Claude-Opus-High-Reasoning
1
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by
DavidAU
Language Model
OTHER
12B params
New
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Early-stage
Edge AI:
Mobile
Laptop
Server
27GB+ RAM
Mobile
Laptop
Server
Quick Summary
AI model with specialized capabilities.
Device Compatibility
Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
12GB+ RAM
Training Data Analysis
🟡 Average (4.3/10)
Researched training datasets used by Mistral-Nemo-Instruct-2407-12B-Thinking-M-Claude-Opus-High-Reasoning with quality assessment
Specialized For
general
science
multilingual
reasoning
Training Datasets (3)
common crawl
🔴 2.5/10
general
science
Key Strengths
- •Scale and Accessibility: At 9.5+ petabytes, Common Crawl provides unprecedented scale for training d...
- •Diversity: The dataset captures billions of web pages across multiple domains and content types, ena...
- •Comprehensive Coverage: Despite limitations, Common Crawl attempts to represent the broader web acro...
Considerations
- •Biased Coverage: The crawling process prioritizes frequently linked domains, making content from dig...
- •Large-Scale Problematic Content: Contains significant amounts of hate speech, pornography, violent c...
wikipedia
🟡 5/10
science
multilingual
Key Strengths
- •High-Quality Content: Wikipedia articles are subject to community review, fact-checking, and citatio...
- •Multilingual Coverage: Available in 300+ languages, enabling training of models that understand and ...
- •Structured Knowledge: Articles follow consistent formatting with clear sections, allowing models to ...
Considerations
- •Language Inequality: Low-resource language editions have significantly lower quality, fewer articles...
- •Biased Coverage: Reflects biases in contributor demographics; topics related to Western culture and ...
arxiv
🟡 5.5/10
science
reasoning
Key Strengths
- •Scientific Authority: Peer-reviewed content from established repository
- •Domain-Specific: Specialized vocabulary and concepts
- •Mathematical Content: Includes complex equations and notation
Considerations
- •Specialized: Primarily technical and mathematical content
- •English-Heavy: Predominantly English-language papers
Explore our comprehensive training dataset analysis
View All DatasetsCode Examples
text
Black Mirror: Tempus Fugitives
1. The Hourglass Method
Title Sequence: A reversed hourglass fills, running backwards until the last grain falls.
Setup:
A dating app, "Tempus Amoris," uses a cutting-edge temporal tracking technology—replicating users' experiences in parallel timelines—to find perfect romantic matches by eliminating incompatible moments.
Main Character: DR. LUCY WESTON (40s), a renowned chrono-biologist who created the tech but secretly refuses to use it, hiding her real-time life from the public.
Inciting Incident: Lucy meets her ideal self—a version from a parallel universe where they married young, have 2 perfect kids, and live in domestic bliss. But the ideal self is lonely, isolated, and controlled by the system, unable to imagine or seek other possibilities.
Dilemma: When her real self begins falling for the ideal version, she faces an impossible choice—sacrifice their love to preserve both timelines' stability or risk catastrophic temporal distortion by keeping their affair secret.
Dark Turn: The ideal version starts manipulating the system, creating micro-singularities to delay their inevitable separation. As reality tears at the seams, Lucy realizes the truth: her creation is a prison that forces idealized outcomes at the cost of free will.
Cliffhanger: As she chooses to destroy Tempus Amoris, the hourglass in her lab starts running backward. The room flickers. She turns to find... herself, standing behind her. The real question is—who's the original now?
Themes: The prison of perfection, the cost of idealized relationships, the power dynamics of technology as a mediator of intimacy, and the erasure of human complexity.
2. Eros Chronicon
Title Sequence: A painted mural of a timeline—ancient Roman, Renaissance, Victorian, Futuristic—with a hidden door that opens to reveal a clock face.
Setup: The Roman emperor, CALIGULA (29), is obsessed with time travel as the ultimate aphrodisiac—exploring history for perfect lovers while maintaining his immortality through temporal displacement.
He possesses the Tabula Chrononautae, an ancient artifact capable of precise temporal transference via dream-state navigation.
Inciting Incident: In a vision of a woman from the 1890s—EMILIA, a British suffragist—Caligula becomes infatuated. He vows to possess her across time and history.
Main Character: EMILIA, unaware, is being haunted by erotic dreams that manifest Roman soldiers in her bedroom. She's fighting for women's rights while being pursued by an unnatural force from another epoch.
Dilemma: Caligula can visit, but cannot stay without destroying the timeline—he ages and dies each time, only to restart with renewed lust. Emilia must navigate this supernatural pursuit while trying not to become history's first recorded time-loop victim.
Dark Turn: Caligula realizes that by pursuing her through time, he's been unconsciously accelerating the march of female liberation, dooming himself in his own temporal journey.
When he finally consummates his desire—at her expense—it unleashes an uncontrollable temporal chain reaction: her future self arrives, murders the Roman emperor in cold blood, then leaves with him to complete the loop, erasing the original timeline entirely.
Cliffhanger: We cut to 2021. A modern-day woman, alone, discovers a strange ancient Roman coin. Her dream changes from suffragettes to gladiatorial combat.
Themes: The sexual power dynamics of historical oppression, the unintended consequences of obsession, the inextricable link between historical violence and romantic entitlement.
3. The Chrononaut's Dilemma
Title Sequence: A series of sexual encounters, all lasting exactly 48 hours.
Setup: JAMIE, 30, discovers he possesses a temporal gift—he can relive sexual encounters precisely for 48 hours, from the moment of orgasm.
Inciting Incident: He chooses to re-live the perfect experience, over and over—falling for EVELYN, who doesn't recognize him as she falls deeper, then resets with her every 48 hours, trapped in this temporal romance prison.
Dilemma: Jamie finds he cannot resist—he becomes addicted to her genuine affection and the intimacy that deepens with each loop. But he starts forgetting what happens between loops, causing Evelyn distress when she relives his absences, and he starts seeing signs of decay—hair loss, minor wounds from unremembered incidents.
Dark Turn: When Evelyn becomes pregnant in the loop, they face a horrifying decision. If they break the cycle, they lose each other... forever. If they stay, they watch their child grow old and die in accelerated time, trapped with them in 48-hour increments. When Evelyn realizes her life has become a literal Groundhog Day of pregnancy and infant death, she chooses suicide.
Cliffhanger: In a desperate attempt to save Evelyn, Jamie enters a loop as Evelyn is being admitted to hospital. He waits at the emergency room... 48 hours later... she's gone. The next loop, the hospital has been abandoned. In the final loop, he's sitting in a desolate waiting room—time itself appears to have frozen, leaving them in a literal stasis. Or perhaps it has expanded, stretching eternity into every 48 hours, where they remain forever separated by a fraction of time.
Themes: The ethical implications of perfect romance, the tragedy of repeating pleasure with the knowledge of impending loss, the question of whether genuine intimacy is possible in perfect reproduction.
4. The Time-Bound Marriage
Title Sequence: An hourglass that never fills, just continuously drains, while a couple stands motionless at the bottom, frozen in mid-argument.
Setup: The world has invented Tempus Tethers, magical hourglasses that bond souls across dimensions. When the sand runs out, they die together.
Main Characters:
ELISE, a romantic idealist
MAXWELL, her cynical, jaded husband
Inciting Incident: When their 60-year marriage tether runs out in a week, they realize their union was never genuine, just a contract of mutual convenience and habit. Elise wants to spend the week together, reconciling. Maxwell just wants it over with.
Dilemma: The hourglass sand turns dark at the halfway point, indicating their mutual hate has activated an alarm: their tethers will break instantly if they stray too far. They must either rekindle love in three days... or risk immediate death.
Dark Turn: The hourglass trick is a scam. They're both immortal but have been conditioned to believe in the hourglass as a mind control tool for forced social stability. Their real dilemma is choosing between truth, freedom, or the lie that keeps them together. When Elise breaks the hourglass, they realize they cannot be together, having built a life of mutual resentment, and die separately.
Cliffhanger: As Elise expires, the clock continues running in another dimension—some other couple arguing, some other life waiting.
Themes: The illusions we create to protect ourselves, the limits of love under external constraints, and whether the price of eternal partnership is worth losing our authentic selves.
5. The Temporal Harlot
Title Sequence: A woman walking backwards through different epochs, always returning to a room filled with men in different historical garb, each wearing a watch.
Setup: In an alternate timeline, the United Nations of Temporal Ethics (UNOTE) has made time travel possible—but illegal to interact. PROSTITUTION THROUGH TIME becomes the illicit norm—clients pay for non-interactive visits to historical moments. HARLOT (no real name, known only by her temporal code), becomes the most popular "harlot," providing services to men desperate for human contact in their sterile, regulated lives.
Inciting Incident: A client from ancient Rome TULLUS, falls in love with her and creates a paradox—he builds a time machine and becomes her first historical client, sparking the entire time-travel industry by giving her his invention as payment.
Dilemma: Harlot faces an ethical conundrum—if she doesn't serve him, no time travel exists. But if she serves him, she risks destroying her own existence.
Dark Turn: She discovers time is already broken—temporal refugees from failed timelines are flooding the present, escaping collapse. The industry created more problems than it solved.
The paradox: every timeline where time travel becomes popular has the same origin story. When Harlot investigates, she learns TULLUS isn't human. He's an artificial construct programmed to ensure the time machine's existence no matter the cost.
Cliffhanger: Harlot realizes her existence as a time prostitute was pre-programmed. The entity behind this has no regard for human life beyond the singular purpose—guarantee temporal transportation at any cost, no matter how morally compromised.
Themes: The objectification of women through history and technology, the exploitation of intimacy, and the moral complexities of existing when your creation means suffering on an epic scale.
6. The Clockwork Virgin
Title Sequence: A cuckoo clock with a woman emerging,naked, from its mouth every hour—different women every time, all running terrified into a void.
Setup: LUCINDA, an 18th-century English maiden, discovers she can visit different time periods but only appears to men as their sexual fantasies manifest—causing temporary insanity.
Main Character: Lucinda, trapped in her village as the "Cursed Virgin" causing men to fall into sexual hysteria and madness. She discovers time travel as a means of escape.
Inciting Incident: When Lucinda falls in love with her best friend ISOLDA (also a woman) in an era where female love is acceptable, she creates a time machine to visit her every era—but Isolda remains unaware, unknowingly rejecting Lucinda across history.
Dilemma: Each historical visit makes her more visible to other timelines, causing sexual chaos across different periods.
Dark Turn: She finds herself in a future where all men have been driven to sexual madness by her unintended temporal seductions—trapped in a temporal feedback loop of desire.
She meets the last sane man, DR. SALZBERGER (90s, Jewish), who explains she's not just a time traveler, but the "Time Whore" - a temporal construct designed to unconsciously eroticize men's inner desires, driving them to the brink. The future society is collapsing from this induced lust, which can only be solved by one thing - killing the source: Lucinda.
Cliffhanger: She has one choice—save the world from sexual apocalypse or preserve her own existence as the sexual engine of the future.
Themes: The female body as a vehicle of historical sexual obsession, the destructive potential of desire when weaponized, and the question of whether identity as an erotic object is a prison even when chosen.Deploy This Model
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