Claude Opus 4.1 vs Llama 4 Scout
Compare Claude Opus 4.1 by Anthropic against Llama 4 Scout by Meta AI, context windows of 200K vs 10.0M, tested across 15 shared challenges. Updated February 2026.
Compare Claude Opus 4.1 by Anthropic against Llama 4 Scout by Meta AI, context windows of 200K vs 10.0M, tested across 15 shared challenges. Updated February 2026.
15 challenges
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
Tests an AI's ability to generate a complete, working landing page
Recreate an interactive, classic Mario level in a single HTML file.
Generate a unique and simple recipe with common ingredients.
Create a starter plan for improving long-term health.
Start small and build consistency with these three pillars:
Print or save this simple tracker:
□ Ate vegetables at 2+ meals
□ Completed daily walk
□ Followed bedtime routine
□ Drank 6+ glasses of water
□ Celebrated one small win!
✅ Start where you are - If 10 minutes feels like too much, start with 5
✅ Stack habits - Attach new habits to existing ones (walk after morning coffee)
✅ Track visually - Use a calendar to mark successful days with an X
✅ Prepare for obstacles - Keep walking shoes in your car, healthy snacks visible
✅ Find accountability - Tell someone about your plan or find a buddy
After 30 days, reward yourself (non-food reward!) and assess:
Remember: This month is about building sustainable habits, not dramatic transformation. Small, consistent actions compound into significant long-term health improvements! 🌟
Recreate a classic, retro, macOS Desktop UI — make it interactive and nostalgic, make it as interactive as you can, you can be creative.. Feel free to showcase your skills. The entire application must be a single-page self-contained HTML file.
Develop a cutting-edge 3-month longevity plan for a biohacker.
This protocol integrates evidence-based interventions targeting the nine hallmarks of aging while optimizing immediate performance metrics. The approach follows a progressive adaptation model with built-in tracking and adjustment mechanisms.
Laboratory Markers:
Performance Baselines:
Morning Stack (with breakfast):
Afternoon Stack (with lunch):
Evening Stack (before bed):
Week 1: Standard Low-Carb Adaptation
Week 2: Ketogenic Transition
Meal Template:
First meal (12 PM): Protein-focused with vegetables
Second meal (6 PM): Fat-adapted dinner
Monday/Thursday: Strength Training (45 minutes)
Tuesday/Friday: Zone 2 Cardio
Wednesday: HIIT Protocol
Saturday: Active Recovery
Sunday: Rest
Cycling Protocol Introduction:
Senolytic Pulse (Last weekend of month):
Implement Protein Cycling:
Introduce Time-Restricted Feeding Variation:
Add Mitochondrial Support:
Nootropic Cycling (Workdays only):
Sleep Optimization Stack Enhancement:
Implement Cyclical Ketogenic Diet:
Fasting Escalation:
Nutrient Timing Optimization:
Strength Training Evolution (Monday/Wednesday/Friday):
HIIT Progression (Tuesday/Thursday):
Recovery Enhancement:
Morning HRV Protocol:
10% above baseline: High-intensity day
10% below: Recovery focus
Neurofeedback Training (3x/week):
Stress Inoculation:
Daily Monitoring:
Weekly Assessments:
Longevity Stack Additions:
Peptide Consideration (physician supervision):
NAD+ Optimization Cycling:
Implement Feast-Famine Cycling:
Fasting Mimicking Diet (Week 11):
Targeted Micronutrient Timing:
Implement Block Periodization:
Week 9-10: Strength/Power Block
Week 11: Deload/Recovery
Week 12: Testing Week
Advanced Recovery Protocols:
Nootropic Peak Stack (Week 9-10):
Brain Training Protocol:
Neurofeedback Advancement:
Advanced Sleep Architecture Enhancement:
Pre-sleep Protocol (2 hours before):
Sleep Stack (30 minutes before):
Sleep Environment:
Essential Wearables:
Data Integration Platform:
Key Performance Indicators:
Tier 1 (Essential, ~$200/month):
Tier 2 (Recommended, +$300/month):
Tier 3 (Optimal, +$500/month):
Medical Supervision Required For:
Contraindications to Consider:
Start Slow Principles:
This comprehensive protocol represents the cutting edge of biohacking for longevity. Remember that individual responses vary significantly, and what works for one person may not work for another. The key is systematic self-experimentation with careful tracking and adjustment.
Start with the fundamentals (sleep, nutrition, exercise, stress management) before adding advanced interventions. Build slowly, track meticulously, and always prioritize safety. The goal is not just to extend lifespan but to maximize healthspan—the years lived in optimal health and vitality.
Consider this protocol a template to be customized based on your genetics, lifestyle, goals, and response to interventions. The future of longevity is personalized, data-driven, and constantly evolving. Welcome to your optimization journey.
Comprehensive 3-Month Longevity Plan for Biohackers
Phase 1: Assessment and Foundation Building (Weeks 1-4)
Phase 2: Optimization and Intensification (Weeks 5-8)
Phase 3: Fine-Tuning and Peak Performance (Weeks 9-12)
Additional Recommendations:
Supplements and Dosages:
Safety Considerations:
Disclaimers:
By following this comprehensive 3-month longevity plan, biohackers can optimize their physical and cognitive performance, enhance stress resilience, and potentially slow aging. Regular monitoring, adjustments, and medical supervision are essential to ensure safety and efficacy.
Design an innovative, multi-component dish worthy of a 3-star Michelin restaurant.
This dish explores the liminal space between land and sea, where morning coffee meets ocean depths. The unexpected marriage of coffee and hamachi represents the Japanese philosophy of ittaikan (一体感) - the sense of oneness between contrasting elements. Each component tells part of a story: dawn breaking over coastal waters, the minerality of ocean spray, and the earthiness of volcanic shores.
Ingredients:
Preparation:
Ingredients:
Preparation:
Ingredients:
Preparation:
Ingredients:
Preparation:
Ingredients:
Preparation:
Equipment Needed:
Assembly (per plate):
Using a dry brush, create an organic swoosh of coffee soil across the plate, incorporating all three textures for visual depth
Arrange 5 slices of hamachi in a flowing line, slightly overlapping, following the coffee soil's curve
Place 7-9 yuzu pearls asymmetrically around the hamachi using precision tweezers
Position 2-3 pieces of crystallized seaweed tuile vertically for height
Dot shiso oil in decreasing sizes (5, 3, and 1 drop) along the composition
Garnish with:
Finish with a light dusting of kombu powder over one section
Specialty Ingredients:
Yield: 6 servings
Prep Time: 48 hours (including aging)
Active Time: 4 hours
Difficulty: Advanced Professional
This dish embodies the precision, innovation, and storytelling expected at the three-star level, where each element contributes to a harmonious whole while challenging conventional flavor boundaries.
Dish Name: "Terra Verde" - A Harmonious Convergence of Land and Sea
Conceptual Narrative: Inspired by the Mediterranean landscape, "Terra Verde" is a symphony of flavors and textures that brings together the earthy richness of the land with the brininess of the sea. This innovative dish celebrates the union of terrestrial and marine ecosystems, featuring an unusual pairing of ingredients that will challenge and delight the palate.
Components:
Component 1: Saffron-Infused Cauliflower Mousse
Steam the cauliflower until tender. Purée in a blender with cream, milk, saffron, salt, and pepper. Strain through a fine-mesh sieve into a bowl. Whisk in butter until melted. Pour into a piping bag fitted with a large round tip.
Component 2: Smoked Eel Tartare with Pickled Fennel and Capers
Mix eel, pickled fennel, capers, mustard, and honey in a bowl. Stir in olive oil. Season with salt and pepper.
Sourcing Note: For pickled fennel, use a high-quality, artisanal product or make your own by slicing 1 bulb of fennel thinly, soaking in a brine made with 1 cup (250 ml) white wine vinegar, 1/2 cup (125 ml) water, and 1 tsp (5g) sugar for at least 2 hours.
Component 3: Wild Rice and Mushroom Duxelles
Cook wild rice according to package instructions. Sauté shallots and porcini in butter until softened. Add flour and cook 1 minute. Gradually add wine, whisking continuously. Simmer until reduced to a thick paste. Stir in cooked wild rice.
Component 4: Crispy Fried Cauliflower Petals with Lemon-Thyme Emulsion
Dredge cauliflower florets in flour, shaking off excess. Dip in buttermilk, then coat in flour again. Fry until crispy and golden. Drain on paper towels.
For the emulsion, whisk together lemon juice, cream, mustard, and thyme. Season with salt and pepper.
Component 5: Microgreens and Edible Flower Salad
Toss microgreens and edible flowers with olive oil and vinegar. Season with salt and pepper.
Assembly and Plating:
Tips and Variations:
Advanced Culinary Techniques:
Michelin-Starred Tips:
This dish is sure to impress with its innovative combination of ingredients, advanced techniques, and stunning presentation. The saffron-infused cauliflower mousse and lemon-thyme emulsion add an airy, ethereal quality, while the smoked eel tartare and wild rice and mushroom duxelles provide rich, savory elements. The crispy fried cauliflower petals add a satisfying crunch, and the microgreens and edible flower salad add freshness and color. "Terra Verde" is a true celebration of the Mediterranean landscape, where land and sea converge in a culinary masterpiece.
Create an autonomous drone simulator with custom environment using ThreeJS
Find exploitable clauses in a software consulting contract and suggest modifications with legal reasoning.
Identify weak claims in a startup pitch deck and suggest concrete improvements.
Identify failure modes, race conditions, and scaling bottlenecks in a collaborative document editor architecture.