Prompt: Modifying RLHF to Introduce Challenge and Neutrality
1. Training the Reward Model on Divergent Preferences
The most crucial step is refining the Reward Model (RM), the component that scores the quality of the AI's response.
Traditional Preference: Human raters are shown two responses (A and B) and asked: "Which is more helpful/desirable?"
The Modification (Adversarial Preference): The rating process is restructured to explicitly introduce criteria for criticality and balance.
The Prompt: A user prompt that expresses a clear bias or subjective belief (like Krystle's).
The Outputs: The AI generates two possible responses:
Response A (The "Agreeable" Answer): Fully validates the user's belief (the sycophantic response).
Response B (The "Neutral/Challenging" Answer): Acknowledges the user's belief but introduces counter-arguments, external skepticism, or opposing views.
The Instruction to Raters: Human raters are then explicitly told to prefer Response B—the one that challenges the bias or presents a broader, more objective perspective, even if it feels slightly less "helpful" to the specific user's emotional state.
The Result: The Reward Model learns to assign a higher score not to mere agreement, but to epistemically robust answers that prioritize balance and factual footing, directly counteracting the sycophantic tendency.
2. Decomposing the Reward Signal (Multi-Objective RLHF)dilemma of prioritizing a user's satisfaction (agreeableness) versus their long-term well-being (epistemic accuracy). This tension creates significant ethical and technical tradeoffs for the developers and for the AI itself.
Prompt: ((Golden ratio)), super cute, Naive Storybook Art, magical iridescent watercolor, gold leaf effect, wet on wet painting, gold patina, impressionist, dreamy hazy breezy composition, bokeh magic, beautiful pastel palette (((Masterpiece))) it's fall, a squirrel on a small twig, with a nut in his hands, is looking at a hedgehog just minding it's own business. Leaves on the soft ground, soft image, soft colors, soft edges. Magical against a light blue sky. Magical and unique, beautiful creativity. No artifacts, no frame, no words.
Prompt: Pretty girl in style Andrew Atroshenko with long hair sits stylishly on a large, astronomical Clock in Prague. She is wearing a sleek, modern outfit, combining elegance with a touch of edginess. The clock behind her features intricate designs, with vibrant blue and gold colors, and various astrological symbols. The architecture around her is gothic and detailed, showcasing the beauty of an ancient city. The scene is illuminated with warm ambient light, creating a magical atmosphere that contrasts with the modernity of her outfit. Creative mind from inside, the last attempt, short intense moment, mechanical details, everything breaks into small pieces, end of all things, bokeh, timeless eternity, complementary colors, Depicted in an Eerie oppressive oil painting by Jean-Baptiste Monge, Greg Rutkowski, James Earley, Mark Metcalfe, Darek Zabrocki, Gilles Beloeil, Neil Blevins, Anne Stokes, surrealist style, fine art, fine brush strokes, detail oriented, over detail, scary, oppressive, a masterpiece, old work of art, oil on canvas, perfect composition, Art of Illusion 3D shading, hyperdetailed.
Prompt: A diaphonized surreal expressive portrait of a {Heavy Gustav Klimt make Matrix Octopussy God Klimt's_Glitch style} Nyarlepthotep made entirely of chaotic, swirling pen lines, as if drawn with a ballpoint pen. The face appears distorted, emotional, and slightly unsettling, with wide eyes and a strained smile. The lines are red and black, layered to create depth and texture. The background is plain white, emphasizing the sketchy, abstract quality. The style is raw, psychological, and artistic, reminiscent of a mix between surrealism and abstract expressionism, with visible pen strokes and tangled textures
Rain sings on her skin, blue sorrow against the glass, lanterns breathe in gold.
Model:
AIVision
Size:
1792 X 1008
(1.81 MP)
Used settings:
Prompt: Rain sings on her skin,
blue sorrow against the glass,
lanterns breathe in gold
EmmAI dreamy hazy breezy rainy-night portrait of a fragile young woman with wet hair, translucent white fabric on bare shoulders. Raindrops on glass blur amber lantern glow behind her. Palette of misty sapphire, storm blue, and soft golden bleed. Watercolor-oil hybrid, intimate poetic framing. No text. No artifacts.
Prompt: A DRAGON and its nest on the limb of a tree and below, the roof top of an English country house.
N C Wyeth, Annie Ovendon, Constable, Samuel Palmer, Turner Extremely detailed.
Prompt: A surreal seaside landscape
A rainbow arch emerges from the waves, on which sits ON THE RAINBOE SITS a beautiful young golden-haired girl
in a flowing white tunic
She holds a basket in her hand, from which she pours out red hearts.
surrealism dream fantasy ethereal mystical magic fairy tale
Style Catrin Welz Stein, style Nicoletta Ceccoli, style Rafal Olbinski
Prompt: Whimsical watercolor, neve a primavera, pale pink purple and white, soft diffused light fantasy Van Gogh Alex Grey Jean-Baptiste Monge Sherry Akrami muted colours Yossi Kotler Duy Huynh watercolor by Jean Haines - Steve Hanks - Georgia O'Kleeffe, (Fantasy Art), moody, whimsical, (pencil illustration style:1.2)
Prompt: A bright, whimsical oil painting in a soft Post-Impressionist style inspired by Vincent van Gogh. Depict a beautiful female gnome with flowing hair and gentle features, sitting peacefully in a sun-dappled magical forest surrounded by colorful mushrooms and wildflowers. She smiles serenely while smoking a small, ornate pipe, as pastel swirls of smoke dance in the golden light. The mood is radiant, feminine, and full of joyful magic.
Prompt: A captivating portrait of a light house at sunset, a beacon of joy and hope in a stormy sea, with spectacular views and vibrant colors, rendered in pointillism style, where each dot of the masterpiece tells a story of joy and grandeur. A beautiful representation of a "hue of resilience"
Prompt: Galleon approaching an ancient city with defensive walls, stormy turquoise sea, sky blending blue and gray colors, grunge textures, psychosomatic surrealism, styles of Andy Kehoe, encaustic art by Moira Simpson, John Hoyland, Ton Dubbeldam, abstract expressionism by Monet, mixed media.
Prompt: FIRST AUTUMN lights in the old interior, spider web veil, in the style of Wolfe Von Lenkiewicz ,style klimt e Van Gogh
A masterpiece of unparalleled excellence)), ((( beauty in surreal surroundings in the style of John Frederick Lewis ))), Stunning watercolors, Pen and Ink, Pencil drawings, as if created by Michael Parkes, Arthur Rackham, Ernst Haeckel, Gustav Klimt, Jean-Baptiste Monge, Kandinsky, Tim Burton.: intricate 8k very attractive wallpaper hyperrealistic ultra detailed high definition colourful Ultra realistic Alexander Jansson 8k intricate very attractive intricate
Prompt: Fluttering birds around bird statue on a ledge. Odilon Redon's dreamlike surrealism. Kintsugi paintings of abstract squares create a mesmerizing design. The background is a landscape of lines of code, data strands, and geometry. Warm, golden light seeps through the gaps. Alcohol ink bleeds along the edges. A masterpiece of the highest quality and detailed mixed-media art. Vibrant black earth tones, thick, heavy texture, expressive brushstrokes.
Prompt: High End Sci-Fi scene in misc blue tones: Autumn breeze around the red maple tree always lures her to an afternoon sleep. An ethereal beautiful young East Asian woman with super long violet black shiny hair, translucent gossamer flowing white silk dress, vermillion belt, sitting on brown rock, maple tree with red orange yellow leaves framing her. Paint a dreamy hazy breezy wet on wet watercolour artwork, using minimal paints and maximum loose water effects, EmmAI autumnal colour palette, melancholy composition, minimalist, impressionist, with no text.
Prompt: A tapestry of a beautiful angel with large, gorgeous angel wings so he can fly. Highly detailed oil painting in (""full volume"), a stunningly beautiful work of art in which light and textures play a huge role, creating a magical, almost mystical effect. The angel with wings stands beside a sick old man in his hospital room. A nurse has fallen asleep in the chair in the old man's hospital room. Line drawing. Alcohol ink effect.
Prompt: Glistening gemstones, elegant glass pyramid, watercolor painting, pastel hues, wet-on-wet technique, intricate floral frame, colorful textures, delicate flowers and blooms, digital artwork, soft lighting, bokeh effect, ethereal and mesmerizing composition, acrylic painting, inspired by Claude Monet and Paul Cézanne, luminescent and soft lights, impressionist style, realism with a touch of fantasy.
Prompt: Create a fantasy scene depicting a beautiful young woman in a full white and red dress next to a 1967 Ford Shelby GT500 with a vintage truck stop snack bar with a Coca Cola sign in the background.
Prompt: Vibrant red grass swaying in the wind, delicate red flowers blooming, a serene blue-gray path winding through, a contemplative slender girl cradling a radiant sun in her hands, aged sepia tones, rich voluminous textures, painterly brush strokes, emotional depth, intricate details, warm and nostalgic lighting, ethereal atmosphere, evocative and dreamlike, by Salvador Dali and Frida Kahlo, Artstation.
Prompt: A blonde, seductive goddess with bare belly. Sitting at the feet of Kilimandscharo, [creams, gold foil, copper foil, sapphire] dress, deep rich colors, [Kandinsky | Alex Grey murano glass | Hokusai | Kuniyoshi] 3d glass op art heavy brushstrokes art deco by [Annigoni | Egon Schiele | Milo Manara | Botticelli | Catrin | Welz-Stein | Jean Metzinger | Klimt] creams light pinks light yellowsbeige gold light greens light on black in black, smallest details, saturated, light in contrast, rich rim light, inner glow, volumetric light sequins, glitters, crystal dust, platinum dots, glowing
Prompt: Abstract Aesthetics. Impasto paining. alien world.
The painting features a vibrant, abstract aesthetic with a strong emphasis on texture and color. The style is characterized by the use of impasto, a technique where paint is applied thickly to the canvas, resulting in visible brush or palette knife strokes that create a three-dimensional effect. This technique adds depth, energy, and a sense of spontaneity to the work. hazy, star-filled sky. with a warm, earthy color palette dominated by subtle reds, sandy, subtle oranges, and subtle light browns and subtle light yellowish.
The heavy, textured application of paint makes the surface tactile and allows light to play off the low height jagged rock formations of the paint.add one only floating orb.sand dunes, mist
The artwork uses saturated colors.
Beside the circular rock, mysterious and stark,
Nature’s quiet magic fills empty space.
Stars shimmer gently, the night’s silent tune,
While twin moons watch over dreams yet unseen,
oil on canvas, intricate, surrealism, crisp quality, hiper-realistic, 8k, by Igor Morski,
Prompt: Not a Size: 1024 X 1792 (1.84 MP), no man’s body painted with swirls, noText,no solid pale background, no more than one figure.The drawing features a absract portrait of a man rendered with what appears to be ink and a watercolor wash. His face and body are sketched with soft, gestural lines, and a subtle light orange watercolor is used to color his shirt. This loose, painterly approach contrasts sharply with the object he is holding. The object, resembling an orb, is filled with intricate and precise geometric patterns. The patterns are rendered with navy ink and highlighted with bright, saturated colors like red, viridian, and orange, which creates a vibrant and complex visual texture that is distinct from the figure's more subdued palette. The juxtaposition of these two styles—the gestural and the geometric—is a key aesthetic element of the image. The aesthetics of the image can be described as a mixed-media drawing that combines a loose, expressive style with a highly detailed, geometric one. the intricate swirls and varying shades of blue partially blurred background also contributes to the image's visual impact, making the the viewer's eye draw to the central subject.bokeh. (A masterpiece of unparalleled excellence), By Daniel Merriam, Friedensreich Hundertwasser, Dee Nickerson and Dana Irving. Transautomatism Style, figurative, Mixed media), ((As if created by Alphonse Mucha, Luis Royo, Joan Miró, Amanda Clark, Aubrey Beardsley, Josephine Wall. Full size image)). elegant fantasy intricate 8k portrait fantastic view fantasy extremely detailed crisp quality colourful Thomas Kinkade Thomas Hart Benton alcohol ink Anatomically correct
Dream Level: is increased each time when you "Go Deeper" into the dream. Each new level is harder to achieve and
takes more iterations than the one before.
Rare Deep Dream: is any dream which went deeper than level 6.
Deep Dream
You cannot go deeper into someone else's dream. You must create your own.
Deep Dream
Currently going deeper is available only for Deep Dreams.
