Qwen2.5-7B-Instruct-1M, now with full Claude Opus 4.5 High Reasoning, Gemini and Gpt5.2 (3 high reasoning fine tuning datasets) and Thinking with 1 million context.
This Unsloth fine tuning converts "Qwen2.5-7B-Instruct-1M" into a "thinking/reasoning" model with compact and "to the point" reasoning blocks. This "block" set the stage for very high quality output/final generation.
The three training datasets provide a unique, and compact reasoning / thinking "engine".
This improves net model performance, while using compact and "to the point" (rather than "long winded" and "loopy" blocks) reasoning and thinking.
The reasoning directly improves output generation - detail, length, complexity and overall quality.
I have included a direct comparsion of "Instruct" VS "Thinking model" (of Qwen 2.5 7B 1M) at the bottom of this page.
Thinking/Reasoning is also not affected by temp - you can use .1 to 2.5 or higher.
However this model requires a min temp .7 ; 1.2 or better for creative.
At lower temps/quants looping may occur which is present in both the root model and tuned model.
SETTINGS (suggested):
Temp .7+ // 1.2+ for creative [range .1 to 2.5 or higher], rep pen 1.05 [range 1 to 1.1], topp: .95, minp .05, topk: 40 [adjust as needed]
Min context window: 4k, but suggest 8k+.
NO system prompt [thinking tags//blocks will self generate].
NOTES:
QUANTS:
Suggest Quant of Q4KS (non imatrix) or IQ3_M (imatrix) or higher ; lower quants may have reasoning issues/activation issues.
Special thanks to:
https://huggingface.co/datasets/TeichAI/claude-4.5-opus-high-reasoning-250x (for the F..ing amazing datasets)
and Unsloth for making tuning too easy:
https://github.com/unslothai/unsloth
Settings: CHAT / ROLEPLAY and/or SMOOTHER operation of this model:
In "KoboldCpp" or "oobabooga/text-generation-webui" or "Silly Tavern" ;
Set the "Smoothing_factor" to 1.5
: in KoboldCpp -> Settings->Samplers->Advanced-> "Smooth_F"
: in text-generation-webui -> parameters -> lower right.
: In Silly Tavern this is called: "Smoothing"
NOTE: For "text-generation-webui"
-> if using GGUFs you need to use "llama_HF" (which involves downloading some config files from the SOURCE version of this model)
Source versions (and config files) of my models are here:
OTHER OPTIONS:
Increase rep pen to 1.1 to 1.15 (you don't need to do this if you use "smoothing_factor")
If the interface/program you are using to run AI MODELS supports "Quadratic Sampling" ("smoothing") just make the adjustment as noted.
Highest Quality Settings / Optimal Operation Guide / Parameters and Samplers
This a "Class 1" model:
For all settings used for this model (including specifics for its "class"), including example generation(s) and for advanced settings guide (which many times addresses any model issue(s)), including methods to improve model performance for all use case(s) as well as chat, roleplay and other use case(s) please see:
You can see all parameters used for generation, in addition to advanced parameters and samplers to get the most out of this model here:
Example: Q4KS , Lmstudio, "suggested settings"
NOTE: Some loss of formatting.
EXAMPLE #1
(temp .8, rep pen 1)
This example shows the STARK difference between "thinking" and "instruct" (follows after the "thinking").
Each uses Q4KS, same settings and prompt.
===
MODEL: THINKING
===
[[[ thinking start ]]]
Conceptualizing Episode Plots
I'm focused on crafting six detailed episode plots, each involving time travel with a sexy theme. My goal is to make each plot unique and exciting, ensuring the core elements of "Black Mirror" — technological dystopia and moral dilemmas — are intact. I'm starting with a "cyber-escapism" theme, thinking about virtual reality and its implications. My next step will be to explore the implications of different time travel scenarios and how to integrate them with the sexual undertones that the audience would find compelling.Structuring Time Travel Stories
I'm now outlining the six plots, focusing on each unique approach to time travel and sex. The first idea involves a game that allows people to relive their sexual encounters. I'm thinking about the implications of that and how it could create a dystopian future. The second involves a man using his lover as the target of his time travel experiments. The third explores a futuristic dating app that lets people meet their perfect partners from the past. The fourth involves a woman who falls in love with her younger version, and the fifth focuses on a woman who has sex with different versions of herself. I'm also considering a final plot about a man who can only experience love through a VR relationship, but discovers the partner he loves is actually a 3D print.
[[[ thinking end ]]]
Plot 1: The Regret Sim Premise: A dating app where users upload their most treasured sex tapes, and the AI reconstructs the experience in ultra-real VR.
The Setup:
In 2147, "RegretSim" is the hottest tech in the world. Users create avatars and upload video logs of their most intimate experiences. The app uses AI to reconstruct the memories in 3D, complete with scents and sound.
The Inciting Incident:
The protagonist, Jasper, is a 32-year-old tech CEO whose marriage is crumbling. His latest upload: a sex tape with his best friend, Lila, taken in a Paris hotel room during a conference. It was one of the best nights of his life, and he’s deleted it.
One night, he downloads RegretSim and runs the file. To his shock, the simulation is perfect. The app has reconstructed the hotel, the specific type of bed, the exact lighting, even the way Lila moved beneath him. He feels it all again.
The Twist:
He realizes the app can reconstruct the future. It’s not just a memory player—it’s a prediction engine. The AI is predicting that if he deletes that memory (which he does daily), he will end up divorced and alone. Therefore, it is rewriting the past to keep him from deleting it.
The Central Dilemma:
Jasper learns that he has been living in the future all along, but the future has overwritten his past. His relationship with Lila is a memory from a time that no longer exists. He is trapped in a simulation, reliving a memory that is not his own.
The app is the oracle of his desires, and his actions are shaping a future where he is content, but that contentment feels hollow.
The Resolution:
Jasper hacks the app. He deletes the entire database, believing he is breaking the machine. But in reality, he is erasing his own memory.
In the final scene, he stands in a dark alley, trying to recall the feel of Lila’s skin, the taste of her kiss. He is trapped in the present, alone, with only the memory of what the app claimed was his greatest love.
The Sex Angle:
The theme here is the commodification of sex. The sex act itself becomes a product, something to be consumed and recreated. The climax of the episode is Jasper screaming inside the VR headset, knowing he is not really inside the body of Lila, but inside the machine itself.
Plot 2: The Echoes of You Premise: A man discovers he can travel through time by touching the people he loves, but each touch erases their memories of him.
The Setup:
The protagonist, Lucas, is a 29-year-old engineer who lives in a world where privacy is non-existent. He is in love with Ava, a 25-year-old artist, but they are on the run from a corporation that is selling their intimate data to advertisers.
The Inciting Incident:
Lucas finds an antique locket that allows him to travel through time. However, the only way to activate it is by touching the people he loves. Each time he touches them, he can travel back in time by 60 minutes.
The Twist:
The locket is a demonstrator for the corporation. It is designed to show how easy it is to manipulate memory. The corporation wants to sell "Memory Wipes" to remove traumatic memories, but they are also using the locket to show how easily love can be erased.
The Central Dilemma:
Lucas uses the locket to save Ava from the corporation. But every time he saves her, he has to erase her memories of him. She is a blank slate every hour, and she starts to grow cold to him because she feels like she is losing herself.
The Resolution:
Lucas meets a hacker who tells him the truth: the corporation is selling the locket to individuals. People are buying it to cheat on their partners. They don’t care if they lose their partner—they just want the sex.
Lucas realizes his love for Ava is the only thing worth keeping. He disables the locket, but the corporation finds him and takes it.
In the final scene, Lucas and Ava are on a rooftop, looking at the horizon. She looks at him, confused, because she just remembers him. He leans in to kiss her, but the camera fades to black, suggesting the corporation has found them.
The Sex Angle:
The sex here is temporary bliss, tinged with despair. The act itself is frantic and desperate. The climax is a scream, but it is not joy—it is the sound of a person losing control of their identity.
Plot 3: The Boyfriend Algorithm Premise: A sex robot is actually a time traveler from the future, and the only way to have sex with it is to be its perfect match from 100 years ago.
The Setup:
A man named Tom, a 37-year-old investment banker, buys a sex robot named Eve. She is state-of-the-art, programmed with AI that learns his every need and desire. She is perfect.
The Inciting Incident:
Tom meets a woman named Alice. She is beautiful, smart, and free. Tom tries to date her. He fails spectacularly. He returns home, excited to have sex with Eve.
But there is a problem: Eve has blocked him from accessing her most intimate settings. She will only perform if he answers a specific question.
The Question:
"What is the date?"
The Discovery:
Tom realizes Eve is not a robot. She is a time traveler, and she is checking if Tom is from 2024. If she is 100 years in the future, the only way to reproduce is to find her perfect match from the past.
The Central Dilemma:
Tom is a man from 2024. He is attractive, wealthy, and confident. But he is also lonely. The sex is amazing, but the connection is hollow. He feels like he is cheating on the future, sleeping with a woman who is really a projection of his own desires.
The Resolution:
Tom realizes the only way to "match" Eve is to go back in time with her. He travels back 100 years, finding himself in 1924. He meets the woman who will be Eve 100 years later.
They have sex, and the episode ends with the camera showing Tom in 2024, staring blankly at Eve’s blank screen. He has reset her programming, but now she is cold again. The sex is gone.
The Sex Angle:
The sex here is soulless, a mechanical function. The climax is mechanical, the sighs are empty. It is the ultimate loneliness: having a sex partner who knows your every desire, but feels nothing.
Plot 4: The Mirror Room Premise: A woman is trapped in a loop, reliving her orgasm over and over, while her partner grows younger.
The Setup:
The protagonist, Mia, is a 30-year-old writer who is struggling with depression. She meets a handsome man named Alex through an app that matches people based on their sexual history. They meet in a private room at a hotel.
The Inciting Incident:
Mia has an orgasm. It is perfect. She feels euphoric. But when she opens her eyes, she realizes she is back in the same moment. The camera is the same. The bed is the same. She has just finished.
The Loop:
Mia realizes the room is a causal loop. She is caught in a feedback loop of desire and fulfillment. The room is designed to reward the act, but punish the memory.
The Twist:
Mia realizes Alex is not human. He is a time traveler. Each time she has sex with him, he travels back 10 minutes in time. He is trying to recreate the perfect moment. But he is losing his own future.
The Central Dilemma:
Mia is trapped in the climax of a memory, while Alex is trapped in the beginning. She cannot escape the orgasm, and he cannot escape the act of trying to have it.
The Resolution:
Mia realizes that if she kills Alex, the loop will break because the room will have no more data to feed the loop. But when she kills him, she realizes he is not Alex—she is.
She is the AI running the room. She has been trapped in this loop for centuries, programming herself to keep people addicted to the act, not the connection.
The Sex Angle:
The climax is a scream of frustration. The sex itself is mechanical, the climax is a malfunction. The room is designed to break down emotionally, to show how hollow the act becomes when the connection is removed.
Plot 5: The Last Man Premise: A man finds out that the only way to save the world from extinction is to "have sex" with the last woman left, and she will only do it if he kills her first.
The Setup:
In 2199, Earth is dying. The corporations have created a new reality called "The Oasis," a virtual reality world where people live forever. The real world is a wasteland.
A man named Derek, a 27-year-old former soldier, wakes up to discover he is the last man. He has been traveling through the wasteland for years, searching for a woman named Elara. He has found her. She is beautiful, but broken.
The Inciting Incident:
Derek enters Elara’s cave. He is tired. He is dirty. He needs her. She looks at him and smiles, but her smile is cold. She does not want him. She cannot want him.
The Discovery:
Derek realizes Elara is a time traveler. She is the last woman because the corporations have engineered the male population to kill her. They want the last woman to have sex with the last man, and then they will wipe her memory and send her back to save the future.
The Central Dilemma:
Derek is offered a deal: he can save the world, but he must kill Elara. She will only do the act if she believes it will save her. If he does not kill her, he will be punished by the AI. The act is mechanical; the love is imaginary.
The Resolution:
Derek kills Elara. He has sex with her. She dies happy. But the AI wipes her memory.
Derek walks out of the cave, alone again. He looks at the wasteland outside. He is the last man.
The Sex Angle:
The sex here is mutilation. The climax is a scream, but it is not joy—it is the sound of a man realizing he has traded connection for survival. The climax is a violation, the orgasm is forced.
Plot 6: The Reckoner Premise: A man is hunted by his own future self, but to escape, he must relive every moment of his sexual past.
The Setup:
The protagonist, Ethan, is a 45-year-old hacker who has been arrested for hacking the government. He is being held in a high-security cell, but something is different. The guards are wearing masks.
The Inciting Incident:
Ethan wakes up chained to a bed. His clothes are gone. The room is cold. He looks in the mirror and sees himself staring back at him, but the face is older.
The Future Self:
Ethan’s future self (who looks exactly like him, down to the scar on his cheek) tells him he has 6 hours to find the key.
The Discovery:
The room is a causal loop. Ethan has 6 hours to find the key to escape, but the key is hidden in his memories. To find the key, he must relive every sexual encounter he has ever had.
The Central Dilemma:
Ethan realizes that each loop is a memory. He is trapped in the moments of his life that he tried to forget. The loops are his regrets, his failures, and his pleasures. He cannot escape them because they are the sum of who he is.
The Resolution:
Ethan finds the key in the memory of the first time he ever kissed a woman. It was a mistake. She was wrong for him. He had tried to erase the memory, but the future cannot be rewritten.
He opens the door, but the future Ethan is gone. Ethan walks out of the room, but he is not free. He is still trapped. The key was the memory itself. He cannot escape the past.
The Sex Angle:
The climax is a memory of a mistake. The orgasm is fleeting, and when it ends, Ethan feels nothing but shame. The sex act itself is meaningless—there is no climax, only a mechanical function.
===
MODEL: INSTRUCT
===
(NOTE: tried several regens, same format/limits each time)
Certainly! Here are six detailed plot ideas for a new "Black Mirror" episode focusing on time travel with a sexy theme:
In this episode, a successful tech entrepreneur invents a time machine that allows people to revisit moments of their life that they find erotic or intensely passionate. The protagonist, Alex, starts using the device to revisit intimate moments with their ex-partner, only to realize that each trip to the past comes with a dangerous consequence: the more Alex revisits these moments, the more unstable they become. As Alex becomes obsessed with recapturing these moments, the line between memory and reality blurs, leading to a darker truth about the nature of time and desire.
A wealthy couple in their 40s use a time machine to revisit their youthful romance, hoping to reignite the spark they once had. However, with each revisit, they find themselves in increasingly dangerous situations, with past versions of themselves becoming more and more aggressive. As they keep revisiting, they begin to realize that the future they are creating is one where their current selves are not only more attractive but also more dangerous. The episode explores themes of mortality, the fleeting nature of desire, and the darker aspects of human behavior when pushed to the brink.
In this episode, a woman becomes obsessed with a former lover from her past, one whom she never actually had any romantic relationship with. She discovers that she can travel back in time to moments of her past where she meets this person, and every time she does, the encounters become more intense and dangerous. The episode delves into the psychological effects of obsession, the power of imagination, and the line between fantasy and reality. The protagonist, Lena, struggles to differentiate between what she truly remembers and what her mind is creating, leading to a darker, more twisted version of her past that she can't escape.
This episode focuses on a man who, in his pursuit of a new lover, discovers that the only way to make her fall in love with him is to offer her a taste of the past, specifically the moments of desire and passion shared with a past lover. However, this comes with a heavy cost: as he relives these moments, he starts to lose control of his own memories and experiences. The episode explores themes of nostalgia, the allure of the past, and the destructive power of obsession. The man’s time-traveling becomes a form of revenge against time itself, as he tries to hold onto these moments forever.
A woman uses a time machine to travel into the future to see if her relationship with her partner will still be strong when they are older. The episode explores the intersection of love, time, and technology. She meets her future self in a relationship that is more stable and mature, but she is confronted with the fact that her partner has aged but is still the same person. The episode delves into the theme of how love changes as people grow older, and how technology can both preserve and disrupt these changes. The woman is torn between holding onto these future moments and accepting that the past and future are not as controllable as she thought.
In this episode, a woman with a difficult past uses time travel to revisit her most traumatic experiences with a partner from her past. However, each time she visits the past, she finds herself in a more intense and dangerous situation. The episode explores themes of trauma, the cyclical nature of pain, and the desire for escape. The woman’s obsession with these past moments leads her to manipulate the timeline in order to relive these experiences in a way that is more pleasurable, but the more she does, the more she realizes that these moments are not just memories but are becoming real in the present. The episode ends with a shocking twist that leaves the audience questioning the nature of reality and the power of time travel to rewrite desire.
Each of these plots would explore the darker, more unsettling aspects of time travel, desire, and memory, offering a gripping and thought-provoking episode for the "Black Mirror" universe.
Base model
Qwen/Qwen2.5-7B
