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 cinematic cyberpunk portrait of a gritty young female survivor riding a motorcycle through a neon-lit futuristic city at night. She has pale skin with freckles and dirt smudges on her face, piercing blue eyes, and messy platinum-blonde hair tied in a loose bun. Worn tactical goggles rest on her forehead. She wears a weathered gray tactical jacket and a large, rugged backpack. A black cat with striking heterochromatic eyes (one yellow, one blue) peeks out from the top of the backpack, alert and expressive. The motorcycle handlebars are visible in the foreground, with cables and metal details. The environment is rainy and atmospheric
Prompt: Futuristic galactic city on Mars, towering skyscrapers, advanced technology, flying cars zooming above, half of the city suspended in mid-air, red tint dominating the landscape, metallic structures gleaming, bustling streets, neon lights illuminating the night, spaceport with shuttles departing, domed buildings, massive holographic billboards, intricate city layout, digital art, high level of detail, cyberpunk aesthetic, dynamic composition, created with a blend of realism and sci-fi elements, vibrant reds, oranges, and deep blacks, artificial lighting casting dramatic shadows.
Prompt: Holographic Easter eggs float magically in a vertical stream, glowing with hot pink and electric purple rim lighting. Digital cherry blossoms drift upward through misty fog, creating a dreamlike spring atmosphere. A glitching neon rabbit silhouette watches from the background while cyan laser beams slice through the darkness. Geometric wireframe patterns form a modern basket-like structure that cradles this futuristic holiday scene. The vertical composition draws the eye upward through this mesmerizing blend of cyberpunk technology and springtime celebration, where traditional Easter symbols are reimagined in a neon-soaked digital realm.
Prompt: Futuristic technoangel entity, full-body visible, intricate high detail design, wielding a sleek sword, holographic projections, eyes and elements glowing, towering mech-like presence, smooth metallic surfaces, male figure, digital art, dynamic lighting effects, cyberpunk color palette, neon accents, artistically detailed, by Simon Stålenhag and Beeple, ArtStation.
Prompt: Futuristic Berlin skyline, towering Berlin TV Tower, bustling Alexanderplatz, advanced cityscape, sleek architecture, flying cars, neon lights, digital billboards, diverse crowd, innovative technology, urban metropolis, dynamic atmosphere, high-tech gadgets, cyberpunk vibes, reflective surfaces, metallic finishes, vibrant color palette, futuristic lighting effects, digital art, high resolution, by Simon Stålenhag, ArtStation.
Prompt: A look at the Manhattan skyline in the future, advanced technology, futuristic skyscrapers, flying cars, neon lights, bustling city life, innovative architecture, holographic displays, robotic assistants, elegant design, Statue of Liberty close-up on view, updated modern elements, digital art, vibrant colors, dynamic lighting, cyberpunk atmosphere, by Simon Stålenhag, ArtStation.
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.
