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: A masterpiece of pastel painting. A portrait of a stunningly beautiful young woman with a narrow face, light blue hair, and light blue eyes. The background is a soft, light pink with a pearlescent sheen.
Prompt: Smaller planets are the centers of individual blue flowers borders comprising a planet surrounded by saturn-like rings each with intensity, turgidity, frigidity, quiddity, torridity, placidity, lucidity, viscidity, amorality, erogeneity, floccosity, jocundity, irritomotility, parcentricity, metalleity, labiality, in the shape of a fractality; reflection, refraction, subsurface scattering, crepuscular light rays, smooth surface liquidity. raytracing. beazness
Prompt: A masterpiece of mosaic fragmentary Cubist art made from polished geometric slices of moonstone and aquamarine in various shades of blue and light blue. A beautiful seascape with a calm blue surface and a cloudless light blue sky. The seawater is depicted in darker tones, the sky in lighter tones. The full-size image is subtly backlit.
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
Prompt: young woman, medium straight dark brown hair, dark eyes, red lipstick, confident expression, white bralette, white thong, high side slits, gold stripes, gold armbands, black short coat, fluffy black fur collar, gold shoulder ornaments, red gems, gold chains, red coat lining, white thigh-high boots, gold leg bands, in sexy pose, curvy athletic body, smooth skin. Cyberpunk city at night with neon lights, landscape
Prompt: Abstract Impressionism. Medium shot. Giant dandelions with dots and lines emerge in the foreground, blending urban and botanical elements. Surreal trees and a crooked house populate the background. Dark blue with zen lines throughout. A minimalist fusion painting, soft glowing effect, vibrant organic forms, sharp geometric elements, harmonious negative space, painterly texture.
Prompt: Create a calendar with pages of months falling off and "November" visible as current month, no year indicated, background is an abstract blend of spring and summer and autumn seasons in very light pastel hues, add a clock with wings - Time flying - as part of the background, Lucie Bilodeau,
Prompt: Whimsical Sunken Relief Portrait Of An Otherworldly Hmong Goddess. "Emotive Mosaic Impressionism Patchwork" By Mark Rothko & Dee Nickerson & Victor Brauner & Didier Lourenço & Enki Bilal & Paul Klee & Jennifer Lommers & Hans Hartung & Meghan Duncanson & ∞
Prompt: A masterwork coloured line drawing in the style of an illustration from an anatomical textbook depicts an undead beauty coyly looking over her shoulder. Her nudity and shame are covered by a thorny bush growing over her, producing eerie, luminescent white blossoms. Artistic embellishment and visual storytelling indicate a beautiful ashen woman has waited for the viewer while a breathtaking thorn-bush has overgrown her body, producing flowers which echo the beauty of the gaunt woman. The thin skin is very white and conveys her deceased status. She is death in all her glory. In the style of Richard Dadd. No artist signature
Prompt: Super process of the soul, triadic and quadradic relationships, anti-fragile phase space representation of neural net processing, expert clusters, super processes, sub processes, token acquisition, matrices, transistor emulation, temporal field, human filtration, and manipulation. Legend of colors, inversion visual processing.
Summer by the mountains, village, lake, fields, sunshine, flowers, watercolor
Model:
DaVinci2
Size:
1168 X 880
(1.03 MP)
Used settings:
Prompt: The weather today : overcast with sunny spells Watercolor, wet on wet + sunrise, meadow, fields in yellow green ton, pond, little village, mountains in grey brown tons, great golden rays of sunshine, fields violett and yellow tons, petals grapevine single image, watercolor patchwork landscape, by Daniel Merriam, Josephine Wall
Neo-Bioluminescent Texturalism
Organic forms glowing against deep-space shadows in crocheted light patterns and pointillist bursts. Fuses Vincent van Gogh’s energetic strokes, Huichol thread rituals, and Raúl Cañeres’ spectral colorism.
Prompt: A desolate Reykjavik under a dark, clouded sky without stars, a single farmhouse in the distance with one faintly glowing window, rendered in Van Gogh’s swirling, textured strokes and a palette of dark blues, grays, and ochres evoking quiet despair. Oil on canvas, in the style of Vincent Van Gogh, surreal, vivid colors, masterpiece, best quality AI art, diffuse lighting, ambient occlusion, Polished, Masterful Surrealism, unreal engine, 128K, UHD, crisp quality, light reflections, RHADS, atmospheric, 3D texture, 3D shading, ultra 3-dimensional effect, octane render, volumetric lighting, highest quality AI art, classic composition, rich texture and color, peyote feel
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 Pointillist semi-abstract oil painting of a harbor town on the coast at the base of a hill, without boats, seen from a hill above with a forest in autumn colors, with rocky cliffs beyond the harbor, under partly cloudy sky, in the style of Egon Schiele, Camille Pissarro, Gustav Klimt, Paul Signac
Prompt: Two cheeky little girls in vibrant boho clothing with floral patterns, fringes, and layered accessories. They sit on a straw bale in a rustic farm setting, surrounded by hay and farm elements, playfully making silly faces. Depicted as a detailed oil painting, rich in texture and warm tones, capturing the lively spirit and individuality of the girls with expressive brushstrokes highlighting fabric details, facial expressions, and the natural farm ambience.
Prompt: Sinister, Abstrac
Her love is the gravity that,
Keeps me from drifting away,
Her love is the light and the heat,
Which enables me to grow, to learn,
To love, and play. Her love is the space,
in which I define my shape,
An event horizon I don’t want to escape.
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.
