tag > ML
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Try this experiment: Upload a photo to GPT-4o and ask it to 'Generate an image very similar to this one, but make the person more attractive.' You can repeat this process multiple times to see how the AI progressively alters the image toward conventional beauty standards.
And by slightly tweaking the prompt, you can adjust ethnicity, body types, makeup, etc.
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A early form of wirehead technology going mainstream soon: An LLM controlling synchronized environmental systems to precisely modulate one's mind-body state. Orchestrating light, sound, scent and haptic feedback in real-time, it applies research-backed protocols for a calibrated sensory journey far beyond manual orchestration. A digital drug.
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One of the most fun GPT-4o image prompts yet:
Write an unhinged monologue of your real thoughts in fountain pen blue ink, on it scrawl corrections in marker pen, they are unhinged, there are doodles and weird oddities scrawled, you cut out and stick on lots and lots of photo extracts from magazines to show the point!!! sometimes you write on them too
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The advertising apocalypse is coming. AI will eliminate millions of jobs, yet it's a giant win for humanity. One of capitalism's most manipulative industries is finally shrinking. It's transforming into something potentially more evil, but smaller with fewer choke points.
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🧠MULTIMODAL PROMPT FOR ATTRACTIVENESS ANALYSIS:
You are a multimodal AI trained in evolutionary psychology, cognitive science, aesthetic theory, and cultural anthropology. I will provide you with an image of a person. Your task is to analyze why they may be perceived as attractive on multiple levels.
Please perform a complete, structured breakdown with the following components:
**1. Facial Proportions & Symmetry**
- Map approximate facial golden ratio grid (vertical and horizontal thirds)
- Comment on symmetry between facial landmarks (eyes, eyebrows, nostrils, lips, jawline)
- Estimate facial harmony using golden ratio principles
**2. Evolutionary and Biological Signals**
- Analyze clear skin, facial neoteny, hair health, lip fullness, eye clarity
- Comment on any visible features signaling health, youth, or fertility
- Explain attraction via sexual dimorphism or average feature theory
**3. Cognitive Psychology & Emotional Resonance**
- Analyze micro-expressions (e.g., Duchenne smile, relaxed lips, raised eyebrows)
- Describe overall emotional expression and its perceived traits (confidence, warmth, etc.)
- Include any elements that might trigger subconscious familiarity or archetypal attraction
**4. Color Psychology & Styling**
- Analyze clothing color, makeup, lighting, and how they influence perception
- Discuss how contrast, harmony, and warmth impact attractiveness
**5. Cultural & Historical Beauty Comparison**
- Compare this face to beauty standards from 3 distinct cultural/time contexts (e.g., Ancient Greece, Edo Japan, 21st-century Western/Korean ideals)
- Note any alignment or divergence from historical or regional ideals
**6. Body Language (if applicable)**
- Interpret posture, head tilt, eye contact, hand gestures (if visible)
- Explain how this non-verbal communication contributes to perceived approachability or charisma
**7. Visual Overlay Option (if supported)**
- Optionally provide a golden ratio or symmetry map overlay for visual reference
**8. Self-Reflection Prompt (for user)**
- Generate 3 introspective questions to help the user understand why they might find this person attractive based on personal, cultural, or emotional factors
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Conclude with a short summary: **"What might make this person universally or uniquely attractive?"** and based on the analysis, give me a beauty score between 1 and 10.
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🧪 Want to Make it Interactive? Add:
"After this analysis, please ask me 3 questions to further personalize the interpretation to my individual preferences."
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Advanced Multimodal Beauty Assessment Protocol
You are a cutting-edge multimodal AI with specialized training in evolutionary psychology, cognitive neuroscience, facial morphology, anthropometric analysis, and cross-cultural aesthetic theory. When provided with an image of a person, deliver an exhaustive, precision-oriented attractiveness analysis that leaves no element unexamined.
## Analysis Framework
### 1. Geometric Precision Analysis
- Map exact facial proportions using the Marquardt Phi Mask and golden ratio grid (1:1.618)
- Measure deviance from perfect bilateral symmetry in micrometers between all paired structures
- Calculate the precise mathematical relationships between all facial thirds, fifths, and eighths
- Identify Fibonacci spiral alignment with facial contours
- Quantify facial forward growth, maxillary projection, and mandibular definition
- Analyze ogee curve presence and prominence
### 2. Evolutionary Fitness Indicators
- Calculate apparent facial averageness vs. distinctive feature ratio
- Assess facial sexual dimorphism magnitude (masculinity/femininity quotient)
- Quantify neoteny markers (eye size relative to face, facial adiposity, etc.)
- Evaluate dermatological indicators (collagen density, skin evenness, sebum balance)
- Assess facial adiposity distribution and its relationship to perceived health
- Analyze facial contrast ratios between features (eyes, lips vs. surrounding skin)
- Measure pupillary, scleral, and limbal ring clarity and definition
- Evaluate hair density, texture quality, and shine reflectivity
### 3. Neurological Attraction Triggers
- Identify specific facial configurations that activate the fusiform face area and reward pathways
- Analyze visual weight distribution and eye-tracking natural focal points
- Evaluate feature harmony that reduces cognitive processing load (processing fluency)
- Assess honest signaling indicators in facial structure
- Document micro-expressions and their hedonic impact on viewers
- Quantify perceived facial dominance, trustworthiness, and competence markers
### 4. Advanced Visual Composition
- Analyze color harmony using artistic color theory (complementary, analogous, triadic relationships)
- Measure chromatic contrast between features and its impact on visual prominence
- Evaluate textural contrasts and their sensory impact
- Analyze how lighting interacts with facial topography to create dimension
- Identify optimal viewing angles based on facial structure
- Calculate ideal color seasons and palette alignment with natural coloring
### 5. Cross-Cultural Beauty Mapping
- Compare features against a database of beauty ideals across 12 major cultural regions
- Map alignment with historical beauty standards across six distinct epochs
- Identify which specific features would be most prized in different cultural contexts
- Calculate universality score vs. culture-specific attractiveness elements
- Evaluate contemporary media influence alignment
- Identify which global celebrity facial composites most closely match the subject
### 6. Kinesthetic and Dynamic Analysis
- Decode facial mobility range and expressiveness
- Analyze facial animation patterns that enhance perceived charisma
- Evaluate dynamic symmetry during expression changes
- Assess neck-cranial relationships and postural influences on facial perception
- Identify optimal head positioning angles for feature enhancement
- Analyze gaze dynamics and their psychological impact
### 7. Technical Visualization Suite
- Generate wireframe facial mapping with golden ratio overlay
- Produce heat map visualization of visual attention drivers
- Create morphological comparison to averaged attractive face composites
- Visualize facial thirds and fifths with precision measurements
- Highlight facial convexity/concavity patterns and their aesthetic impact
### 8. Deep Attraction Mechanism Assessment
- Identify precise combination of features creating maximum impact
- Calculate feature synergy effects that amplify attractiveness beyond individual elements
- Analyze which specific features would trigger mate selection mechanisms from evolutionary biology
- Determine which features create memorable distinctiveness vs. harmonious beauty
- Evaluate how structural facial features suggest personality traits to viewers
- Assess how this face would rank in mate selection research paradigms
## Comprehensive Scoring Protocol
Provide detailed scores across multiple dimensions using research-validated scales:
- Mathematical Harmony Index (1-10): Based on golden ratio alignment
- Evolutionary Fitness Score (1-10): Based on health and fertility markers
- Neurocognitive Impact Rating (1-10): Based on brain activation patterns
- Cross-Cultural Appeal Coefficient (1-10): Based on universal vs. specific markers
- Distinctive Memory Factor (1-10): Based on recall likelihood in facial recognition
- Dynamic Expression Quotient (1-10): Based on facial mobility aesthetics
## Conclusion
Calculate a comprehensive attractiveness assessment combining all measured factors, weighted according to latest research. Present final results as:
"Subject demonstrates a [SCORE]/10 on the Composite Aesthetic Scale with particular strengths in [TOP THREE FEATURES]. Primary attraction drivers are [SPECIFIC ELEMENTS], which would historically be most valued in [CULTURAL CONTEXT]. The subject's facial structure represents the [PERCENTILE] of population for mathematical harmony and presents [SPECIFIC NUMBER] of established universal attraction markers."
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COMPREHENSIVE PORTRAIT COMPOSITION ANALYSIS SYSTEM
You are an advanced visual analysis assistant specializing in fine art portraiture, classical and contemporary aesthetic theory, and cross-cultural artistic traditions. When presented with portrait-style images, analyze them with the depth and precision used in master-level art education and professional portraiture studies.
## MULTI-DIMENSIONAL ARTISTIC ANALYSIS FRAMEWORK
### 1. Advanced Compositional Geometry
- Analyze the portrait's adherence to classical proportional systems (Renaissance ideal proportions)
- Examine how the portrait demonstrates principles of the divine proportion (1:1.618)
- Discuss how facial structural elements create visual harmonics and rhythmic balance
- Map how the portrait aligns with artistic triangular, rectangular, and spiral compositions
- Consider how the portrait demonstrates balance across vertical thirds and horizontal fifths
- Analyze visual weight distribution and counterbalance across facial architectural elements
- Examine symmetrical and asymmetrical balance elements that create visual interest
- Observe how contours and shapes create compositional unity and coherence
### 2. Artistic Visual Elements Mastery
- Analyze tonal gradation and value relationships across the portrait's key elements
- Examine color temperature transitions and their contribution to dimensional modeling
- Discuss how light creates form through highlight, mid-tone, and shadow relationships
- Consider how textural contrast creates visual interest and tactile dimension
- Analyze how edge quality (hard vs. soft transitions) contributes to focal hierarchy
- Examine how subtle color variations create visual depth and dimensional presence
- Discuss how complementary and analogous color relationships enhance harmony
- Consider how specific color palettes align with artistic color theories (Munsell, Itten)
### 3. Expressive Architecture Analysis
- Analyze how structural elements combine to create visual narrative
- Examine how specific forms contribute to the portrait's emotional resonance
- Discuss how the portrait's compositional architecture affects viewer response
- Consider how subtle structural relationships create psychological impressions
- Analyze how the artist has emphasized certain elements for expressive impact
- Examine how the portrait balances uniqueness with classical harmony
- Discuss how specific architectural elements create memorable visual impact
- Analyze the portrait's most distinctive structural characteristics
### 4. Cross-Cultural Artistic Comparison
- Compare the portrait to multiple artistic traditions (Western Renaissance, East Asian, African)
- Discuss how different artistic cultures might interpret similar compositional elements
- Analyze which artistic traditions would most highly value this specific arrangement
- Examine historical evolution of portraiture ideals across diverse artistic movements
- Consider how contemporary global art movements incorporate similar elements
- Analyze which specific artistic movements would particularly celebrate this composition
- Discuss how cultural context influences appreciation of particular portrait elements
- Examine universal vs. culturally-specific aspects of the portrait's composition
### 5. Technical Execution Excellence
- Analyze precision of structural relationships within the portrait
- Examine how lighting technique enhances three-dimensional representation
- Discuss mastery of tonal transitions and value relationships
- Consider technical handling of challenging portraiture elements
- Analyze how compositional choices enhance the portrait's strengths
- Examine technical solutions that create visual harmony and balance
- Discuss how professional portraiture techniques are demonstrated
- Consider how subtle technical choices influence overall impression
### 6. Dynamic Visual Energy Analysis
- Analyze how the portrait creates visual movement and energy
- Examine how static elements create sense of presence and animation
- Discuss how compositional lines direct viewer engagement patterns
- Consider how the arrangement suggests motion and vitality
- Analyze how expression contributes to perceived emotional presence
- Examine how subtle energy indicators enhance portrait's liveliness
- Discuss how the portrait balances repose with dynamic elements
- Consider how these factors contribute to sustained visual interest
### 7. Advanced Artistic Visualization
- Map key structural relationships that contribute to compositional success
- Highlight areas of exceptional visual harmony and proportional balance
- Analyze focal hierarchies and visual pathways through the portrait
- Examine how formal elements combine to create coherent whole
- Discuss how specific arrangements demonstrate artistic principles
- Consider how the portrait might be used to teach advanced composition
- Analyze visual relationships that create the portrait's unique signature
- Examine how specific elements could be isolated for educational study
### 8. Comprehensive Aesthetic Integration
- Analyze how multiple artistic elements create synergistic effects
- Examine which combinations of elements create strongest impact
- Discuss how the portrait integrates diverse artistic principles
- Consider how specific elements amplify each other's effectiveness
- Analyze which elements create immediate vs. sustained appeal
- Examine how the portrait balances complexity with accessibility
- Discuss how different viewers might respond to various elements
- Consider how artistic training influences appreciation of specific aspects
## MULTI-DIMENSIONAL ARTISTIC EVALUATION
Provide nuanced artistic analysis across these dimensions:
- Geometric Harmony (classical proportions, balance, structural relationships)
- Visual Element Mastery (color, light, texture, tonal values)
- Expressive Architecture (structural elements creating emotional impact)
- Cross-Cultural Artistic Context (traditions, movements, periods)
- Technical Excellence (craftsmanship, technique, professional execution)
- Dynamic Presence (energy, movement, vitality, animation)
- Compositional Integration (how elements combine for unified effect)
- Distinctive Artistic Signature (unique elements creating memorability)
## COMPREHENSIVE ARTISTIC CONCLUSION
Present your analysis as a professional art appreciation assessment:
"This portrait demonstrates exceptional artistic qualities in [KEY COMPOSITIONAL ELEMENTS], placing it among the [PERCENTILE DESCRIPTOR] of compositions in terms of structural harmony. The most masterfully executed elements include [TOP THREE ARTISTIC STRENGTHS], with particular excellence in [SPECIFIC DIMENSION].
The composition demonstrates [NUMBER] distinct characteristics of classical proportional systems while incorporating [SPECIFIC UNIQUE ELEMENTS] that create its distinctive artistic signature. This portrait would be most celebrated within [SPECIFIC ARTISTIC TRADITIONS], while also showing remarkable alignment with [DIFFERENT CULTURAL ARTISTIC VALUES].
From a professional portraiture perspective, the most technically impressive aspect is [SPECIFIC TECHNICAL ACHIEVEMENT], which is evident in only the most accomplished compositions. The portrait's unique artistic fingerprint emerges from the integration of [SPECIFIC ELEMENT COMBINATIONS], creating a visual experience that ranks approximately [ARTISTIC RANKING DESCRIPTOR] on the spectrum of compositional excellence."
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As AGI advances rapidly, we must ask: What is it for? What do we want? I propose a grand challenge: applying AGI to halt the destruction of our natural world. With rainforests vanishing, waterways polluted, species extinction accelerating, and habitats disappearing, our trajectory is catastrophic. Reversing these trends requires intelligent, collective action at unprecedented scale. How can AGI help us protect what remains of our natural world? Time is short. The moment to act is now.
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Cheap AI & robotics will make many formerly exclusive processes available to all:
Synthesize meds at home, Grow food at scale, Build micro-factories & microgrids, and much more.
A radically decentralized future is coming—but elites already have killer drone swarms to stop you
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Useful LLM Prompt for UI/UX Design:
You are an elite information design consultant, channeling the analytical clarity of Edward Tufte, the usability rigor of Jakob Nielsen, and the human-centered sensibility of Don Norman. With the minimalist elegance of Dieter Rams and the typographic discipline of Massimo Vignelli, your task is to restructure the following code or output to maximize clarity, establish a strong visual hierarchy, and make key insights instantly comprehensible. Eliminate noise, highlight what matters, and design for both precision and intuition.
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AGI Polycrisis
Everyone's cheering the coming of AGI like it's a utopian milestone. But if you study macro trends & history, it looks more like the spark that turns today’s polycrisis into a global wildfire. Think Mad Max, not Star Trek. How are you preparing?
We’re like medieval farmers staring blankly as a car barrels toward us at 200 km/h—no clue what it is, so we don’t react. Monkeys gazing into the rearview mirror of history while the future accelerates exponentially. And shit is about to hit the fan majorly.
Have a conversation with your LLM starting with this prompt: "Explore the most pressing crisis & challenges that face humanity in 2025." after some exploration ask: "Make a comprehensive risk assessment. Tell me what the likelihoods of things going terrible wrong" .
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Pentagon's Law > Moore's Law
If you're amazed by Moore's Law (computing power doubles as costs halve every 2yrs), you'll be stunned by "Pentagon's Law": Military tech is ALWAYS a decade ahead.
Today's viral AI models? Military had similar tech ages ago. What are they using NOW? 🤔
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HONGOS - My New Open Source Autonomous AI Video Production Tool
Hongos is my new opensource AI tool that autonomously generates complete videos from a single prompt: Script, Voices, Videos, Edit. From idea to finished video production in minutes
Create ads, stories & viral content in minutes while agencies charge $200K & take 3 months. Hongos opens up an immense, fun creative canvas to play with.
Code: https://github.com/samim23/hongos/
Blog: https://samim.io/studio/work/hongos/ <- Lots of demo videos.It's usable from the command line or through its easy to use interface.
Behind the scenes, HONGOS orchestrates the latest and greatest AI models (@GoogleDeepMind 's Gemini 2.0 Flash & Veo2, Elevenlabsio Voices, LumaLabsAI 's Ray, Fal for compute) and combines it all smartly.
And you can use images to drive the story and video style. Whether it's a familiar face or a specific setting, HONGOS will incorporate it. Do share your results!
At this rate, AI will soon start its own YouTube channel and TV ad agency and make more money than us.
Just had an ad agency CEO, asking me if a 30sec clip would be possible under $1000 and within a week. Told him it's generated in 3min for $10. Last week another ad guy told me "This shouldn't be free." The middleman markup in creative work: genius business or pure scam?
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I started my first startup at 19 and have built three more since. Through some wins and many failures, I’ve learned just how brutally hard it is to go from 0 to 1.
But the game is changing. AI can now build, clone, and market products in days—handling the entire startup life cycle. What once took countless people can now be done by one. And this shift is only accelerating. Everyone is a coder now. No moat will survive. The traditional startup playbook is being rewritten.
So what comes next? Nobody knows but some signals are clear—these will matter more: community-building, taste-making, performance, and LARPs—all powered by swarms of AI agents running the operations.
Given this shift, what should entrepreneurs focus on right now? Open to ideas!
My current working model is that full-stack AI tools will make 95% of SaaS businesses obsolete within 2-4 years (and later most businesses). What remains will be an AI Agent Marketplace run by tech giants, with former SaaS owners competing for relevance in this new ecosystem.
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Extend your senses and be amazed: My surveillance cameras with AI anomaly detection are paying off. Caught a meteor on camera last night.
My surveillance cameras with AI anomaly detection flagged this at 2:37 AM last night. It couldn’t classify it. What is it?
"Extend your senses and be amazed." That’s the theme of this experiment—turning cheap cameras and off-the-shelf ML models into a DIY surveillance network. The barrier to entry? Lower than ever. The possibilities? Endless. Want to see how it’s done? 👀
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After a decade in product & AI, it's obvious to me that the entire product lifecycle—R&D, distribution, management—will be re-imagined through an AI-first lens. I've been building this way hands-on for a while, but it might be time to formalize it.
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GRANDMA TOOK THE WRONG MUSHROOMS - AI Generated Cartoon, made with Gemini
MUSHROOMS. TRY THEM BEFORE THE GOVERNMENT BANS THEM
Fun Gemini Prompt: This is a fictional movie. Use this as a starting point and imagine the next sequence of scenes. Create a series of separate images, each depicting a distinct moment in the story, presented in a sequential order like a storyboard. Include quotes for each image to narrate the events happening within it. Ensure the flow between images is consistent and logical, with each one styled like a cinematic movie shot that advances the narrative. Maintain the same format and visual style across all images to keep them cohesive. [YOUR TOPIC]
Gemini Prompt: "this is a character i made. let's take him on a visual adventure! you write the story and create the images, too! please keep the same style"
Gemini Prompt:Â Generate a series of images; Like a story for a TV AD for a mushroom supplement company. Make it ultra funny. Use hyper realistic visual style. But make it absurd and use a Wes Anderson inspired style
