What is the difference between Claude Sonnet 4 and GPT-4?

Claude Sonnet 4 is developed by Anthropic while GPT-4 is developed by OpenAI. Claude Sonnet 4 has a 200K token context window vs GPT-4's 8K. in 2 community votes on Rival, Claude Sonnet 4 wins 100% of head-to-head matchups. These results are based on blind head-to-head voting across 19 challenges.

Which is better, Claude Sonnet 4 or GPT-4?

Based on 2 community votes on Rival, Claude Sonnet 4 wins 100% of head-to-head matchups against GPT-4.

How much does Claude Sonnet 4 cost compared to GPT-4?

Claude Sonnet 4 costs $3/M input tokens and GPT-4 costs $30/M input tokens. Claude Sonnet 4 is $27.00/M cheaper per input. Claude Sonnet 4 also wins more often in community votes, making it the better value.

How are Claude Sonnet 4 vs GPT-4 votes collected on Rival?

Rival presents both models' outputs side-by-side in blind duels. Voters see the responses but don't know which model produced each one, eliminating brand bias. 2 votes have been collected for this pair across 19 challenges. All vote data is part of Rival's open dataset.

Rival

Updated May 22, 2025

Claude Sonnet 4vsGPT-4

19 fights queued

Why Claude Sonnet 4?

4.7x cheaper overall$3.00/M in · $15.00/M out

24.4x more context200K

24 months newerMay 2025

Why GPT-4?

Dead even. This one's a coin flip.

Claude Sonnet 4GPT-4

Input price

$3.00/M

$30.00/M

Output price

$15.00/M

$60.00/M

Context

200K

Released

May 2025

May 2023

Favorites

Claude Sonnet 4GPT-4

Movie

2001: A Space Odyssey

19688.1

Blade Runner

19827.9

Album

Kind of Blue

Miles Davis

OK Computer

Radiohead

Book

Gödel, Escher, Bach

Douglas R. Hofstadter

Gödel, Escher, Bach

Douglas R. Hofstadter

City

Istanbul

Turkey

Tokyo

Japan

Game

Portal 2

Shooter, Puzzle4.6

Minecraft

Action, Arcade4.4

12 / 19

SVG Layout Challengeimage generation

Tests an AI's ability to generate vector graphics

Claude Sonnet 4

Anthropic · May 2025svg

Try this prompt

GPT-4

Openai · May 2023text

As a AI text-based model, I'm currently unable to create SVG or any kind of images. However, I can guide you on how to do that. You will need to sketch a pelican riding a bicycle, scan or digitally draw your design, and then use a vector graphic software like Adobe Illustrator or Inkscape to create an SVG file of your design.

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2 / 19

Xbox Controller SVG Artimage generation

Tests an AI's ability to create detailed SVG illustrations of gaming hardware

Claude Sonnet 4

Anthropic · May 2025svg

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GPT-4

Openai · May 2023text

Nothing here. The model returned empty. We stared at it for a while.

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3 / 19

Mario Level UI Recreationweb design

Recreate an interactive, classic Mario level in a single HTML file.

Claude Sonnet 4

Anthropic · May 2025website

Try this prompt

GPT-4

Openai · May 2023website

We can't display this one. It's not us. Well... it might be us.

The model was asked for a web page. It produced something else. We're not going to define what.

View raw output

Sorry, as a text-based AI, I'm unable to create a single-page self-contained HTML for a Super Mario Bros. level. However, I can provide a rough sketch of how the level can be designed.

Level Name: Mushroom Heights

1. The level starts in a small room with a "Mushroom" power-up. The player must jump up to reach it. This introduces players to the jumping mechanic.

2. The player then exits the room and enters a wide, open area. There are several platforms at different heights, each with a different enemy. This introduces players to the combat mechanic, as they must navigate past or defeat these enemies.

3. Next, the player encounters a series of pipes. Some pipes have piranha plants coming out of them, while others can be entered to reach hidden areas. This introduces players to the mechanic of entering pipes.

4. In the hidden areas, there are various power-ups and coins. The hidden areas are optional but reward exploration.

5. The level then has a series of tricky jumps, including moving platforms and areas where the player must jump off of enemies to reach high places. This tests the player's mastery of the jumping mechanic.

6. Finally, the level ends with a flagpole that the player must slide down. This is a classic ending to a Mario level.

Remember that this is just a rough sketch and the actual implementation would require a lot of coding and graphic design. Each part of the level should be designed in a way that it gradually introduces players to the game's mechanics and then tests their mastery of them. It's also important to keep the level fun and engaging, with a mix of challenges and rewards.

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4 / 19

World Map SVGimage generation

Tests an AI's ability to create a detailed world map in SVG format

Claude Sonnet 4

Anthropic · May 2025svg

Nothing here. The model returned empty. We stared at it for a while.

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GPT-4

Openai · May 2023text

Nothing here. The model returned empty. We stared at it for a while.

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5 / 19

Random Tailwind Webappweb design

Generate a single-page, self-contained HTML webapp using Tailwind CSS for a randomly chosen category/industry/niche.

Claude Sonnet 4

Anthropic · May 2025website

Nothing here. The model returned empty. We stared at it for a while.

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GPT-4

Openai · May 2023website

Nothing here. The model returned empty. We stared at it for a while.

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6 / 19

Surprise Animal SVGimage generation

Generate SVG art of a randomly chosen animal in a setting of its choosing.

Claude Sonnet 4

Anthropic · May 2025svg

Nothing here. The model returned empty. We stared at it for a while.

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GPT-4

Openai · May 2023text

Nothing here. The model returned empty. We stared at it for a while.

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Simple 7-Ingredient Recipeconversation

Generate a unique and simple recipe with common ingredients.

Claude Sonnet 4

Anthropic · May 2025text

Nothing here. The model returned empty. We stared at it for a while.

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GPT-4

Openai · May 2023text

Nothing here. The model returned empty. We stared at it for a while.

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8 / 19

Beginner's Longevity Planreasoning

Create a starter plan for improving long-term health.

Claude Sonnet 4

Anthropic · May 2025text

Nothing here. The model returned empty. We stared at it for a while.

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GPT-4

Openai · May 2023text

Nothing here. The model returned empty. We stared at it for a while.

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9 / 19

Retro macOS UI Recreationweb design

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.

Claude Sonnet 4

Anthropic · May 2025website

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GPT-4

Openai · May 2023website

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10 / 19

Advanced Longevity Plan (Biohacker)reasoning

Develop a cutting-edge 3-month longevity plan for a biohacker.

Claude Sonnet 4

Anthropic · May 2025text

The Comprehensive 3-Month Longevity Optimization Protocol

Overview & Foundation

This protocol integrates cutting-edge biohacking strategies with evidence-based longevity research. Each com ponent is designed to work synergistically for maximum healthspan and performance optimization.

Core Pillars:

Metabolic optimization through targeted nutrition
Hormetic stress application
Recovery and regeneration maximization
Cognitive enhancement
Biomarker tracking and adjustment

Phase 1: Foundation Building (Weeks 1-4)

Dietary Protocol

Week 1-2: Metabolic Flexibility Training

Daily Structure:
- 16:8 Intermittent Fasting (eating window: 12pm-8pm)
- Break fast with MCT oil (15ml) + electrolytes
- Meal 1 (12pm): High protein, moderate fat, low carb
- Meal 2 (6pm): Complete amino acid profile, healthy fats

Week 3-4: Modified Ketogenic Approach

Macronutrient Ratios:
- 70% fat, 25% protein, 5% carbs
- Total calories: BMR × 1.2-1.4 (depending on activity)
Carb Cycling: 20g net carbs 5 days, 50-100g on training days
Key Foods:
- Grass-fed beef, wild salmon, pasture-raised eggs
- Avocados, MCT oil, extra virgin olive oil
- Leafy greens, cruciferous vegetables
- Macadamia nuts, Brazil nuts (2-3 daily for selenium)

Supplement Stack - Phase 1

Morning Stack (7am):

NAD+ Precursor (Nicotinamide Riboside): 300mg
Resveratrol: 500mg (with fat for absorption)
Curcumin (with piperine): 1000mg
Vitamin D3: 4000 IU + K2 (MK-7): 200mcg
Magnesium Glycinate: 400mg
Omega-3 (EPA/DHA): 2g

Pre-Workout (30min before exercise):

Creatine Monohydrate: 5g
Beta-Alanine: 3g
L-Citrulline: 6g
Rhodiola Rosea: 300mg

Evening Stack (8pm):

Magnesium Threonate: 2g
Melatonin: 0.5mg (micro-dose)
Glycine: 3g
Ashwagandha (KSM-66): 600mg

Weekly Additions:

Spermidine: 1mg (3x/week)
Rapamycin: 5mg (once weekly - consult physician)

Exercise Protocol - Phase 1

Monday - Strength Training (Lower Body Focus):

Warm-up: 10min dynamic movement
Squats: 4×6-8 (70-80% 1RM)
Romanian Deadlifts: 3×8-10
Bulgarian Split Squats: 3×10 each leg
Calf Raises: 3×15
Core Circuit: 10min
Cool-down: 10min stretching

Tuesday - HIIT Cardio:

5min warm-up
8×30sec all-out / 90sec recovery
5min cool-down
Total: 25min

Wednesday - Active Recovery:

30min zone 2 cardio (nasal breathing only)
Yoga or mobility work: 20min
Sauna: 15-20min at 80-90°C

Thursday - Strength Training (Upper Body):

Pull-ups/Chin-ups: 4×6-8
Overhead Press: 4×6-8
Rows: 3×8-10
Dips: 3×10-12
Bicep/Tricep superset: 3×12

Friday - Zone 2 Cardio:

45-60min at 60-70% max HR
Monitor via HRV device

Saturday - Functional Movement:

Compound movements
Farmer's walks, Turkish get-ups
Balance and coordination drills
45min total

Sunday - Complete Rest or Gentle Movement

Stress Resilience & Recovery - Phase 1

Daily HRV Training:

Morning HRV measurement (HeartMath Pro, WHOOP, or Oura)
10min coherent breathing (5sec in, 5sec out)
Adjust training intensity based on HRV trends

Weekly Protocols:

Sauna: 3×/week, 15-20min at 80-90°C
Cold exposure: 3×/week, 2-3min cold shower (15°C or below)
Meditation: Daily 10-20min (Headspace or Waking Up app)

Sleep Optimization:

Consistent sleep/wake times (±30min)
Blue light blocking glasses after sunset
Room temperature: 18-19°C
Complete darkness (blackout curtains, eye mask)
Sleep tracking via Oura Ring or WHOOP

Tracking & Biomarkers - Phase 1

Daily Tracking:

HRV (morning)
Sleep quality and duration
Ketone levels (blood or breath)
Glucose (fasting and post-meal)
Energy levels (1-10 scale)
Cognitive performance (simple tests)

Week 4 Lab Panel:

Complete Blood Count (CBC)
Comprehensive Metabolic Panel (CMP)
Lipid panel (including particle size)
HbA1c and fasting insulin
Inflammatory markers (CRP, IL-6)
Hormone panel (testosterone, cortisol, thyroid)
Vitamin D, B12, folate
Omega-3 index

Phase 2: Optimization (Weeks 5-8)

Advanced Dietary Protocol

Cyclic Ketogenic Diet with Targeted Carb Timing:

5 days ketogenic: <20g net carbs
1 day moderate carb: 100-150g (training day)
1 day higher carb: 200-250g (refeed)

Intermittent Fasting Progression:

Week 5-6: 18:6 protocol
Week 7-8: Two 24-hour fasts per week

Meal Timing Optimization:

Post-workout: Protein + targeted carbs (if carb day)
Pre-sleep: Casein protein or bone broth
Electrolyte timing around workouts

Supplement Stack - Phase 2 (Cycling Protocol)

Week 1 & 3 of Phase 2:

Continue Phase 1 stack
Add: Berberine 500mg (with meals on carb days)
Add: Alpha-GPC 600mg (pre-workout)

Week 2 & 4 of Phase 2:

Reduce NAD+ precursor to 150mg
Add: PQQ 20mg
Add: Urolithin A 500mg
Cycle off Rhodiola (week 2 only)

New Additions:

Fisetin: 100mg (2 consecutive days per month)
Quercetin: 500mg (with zinc 15mg)
NMN: 250mg (alternate weeks with NR)

Exercise Protocol - Phase 2

Periodization Approach:

Week 5-6: Strength focus (3-6 rep range)
Week 7-8: Power and explosiveness

New Additions:

VO2 Max Training: Weekly 4×4min intervals at 90-95% max HR
Strength Standards Target:
- Deadlift: 2× body weight
- Squat: 1.5× body weight
- Bench/Push-up equivalent: 1.2× body weight

Weekly Split:

Monday: Lower Power
Tuesday: HIIT/VO2 Max
Wednesday: Upper Strength
Thursday: Zone 2 + Mobility
Friday: Full Body Functional
Saturday: Long Zone 2 (60-90min)
Sunday: Active recovery

Advanced Stress Resilience

Wim Hof Breathing Protocol:

3 rounds daily
30-40 deep breaths per round
Retention holds progressing from 1-3 minutes
Combine with cold exposure

HRV Training Progression:

Coherent breathing: 15min daily
HRV biofeedback training
Stress inoculation through controlled stressors

Neurofeedback Integration:

Alpha wave training (8-12 Hz)
SMR training (12-15 Hz) for focus
20min sessions 3×/week

Advanced Tracking

Continuous Glucose Monitor:

FreeStyle Libre or Dexcom
Track glucose variability
Optimize meal timing and composition

Advanced Sleep Tracking:

Deep sleep percentage target: >20%
REM sleep target: >20%
Sleep efficiency: >85%

Cognitive Testing:

Weekly: Dual N-Back training
Reaction time tests
Memory assessments

Phase 3: Peak Performance (Weeks 9-12)

Precision Nutrition Protocol

Chronobiology-Optimized Eating:

Largest meal: 12-2pm (circadian peak)
Minimal evening calories
Protein timing: 1.6-2.2g/kg body weight
Strategic carb timing around workouts only

Advanced Fasting Protocols:

Week 9: Two 36-hour fasts
Week 10: One 48-hour fast (with medical supervision)
Week 11-12: 20:4 daily with 2×24-hour weekly

Micronutrient Precision:

Personalized based on genetic testing (MTHFR, APOE)
Targeted deficiency correction from lab results
Anti-inflammatory food focus

Peak Performance Supplement Stack

Nootropic Stack (Training Days):

Modafinil: 100mg (if legally prescribed)
Lion's Mane: 1000mg
Bacopa Monnieri: 600mg
Phosphatidylserine: 300mg
Alpha-GPC: 600mg

Longevity Stack (Daily):

Rapamycin: 5mg weekly (physician supervised)
Metformin: 500mg (if insulin resistant)
Spermidine: 1mg daily
Urolithin A: 500mg
NAD+ precursor: 500mg

Performance Stack:

Creatine: 5g daily
Beta-Alanine: 3g daily
HMB: 3g daily
Citrulline Malate: 8g pre-workout

Elite Exercise Protocol

Strength-Power Fusion:

Complex training (heavy lift + explosive movement)
Cluster sets for power development
Accommodating resistance (bands/chains)

Metabolic Conditioning:

Lactate threshold training
VO2 max intervals
Aerobic power development

Recovery Modalities:

Contrast therapy (hot/cold)
Compression therapy
Red light therapy (660-850nm): 20min daily
Percussive therapy (Theragun)

Advanced Biohacking Technologies

Photobiomodulation:

Red light panel: 660nm + 850nm
20min daily exposure
Target: mitochondrial optimization

Pulsed Electromagnetic Field (PEMF):

8Hz frequency for recovery
30min sessions post-workout

Hyperbaric Oxygen Therapy:

1.3-1.5 ATA pressure
60-90min sessions
2-3×/week for recovery enhancement

Stress Mastery & Cognitive Enhancement

Advanced HRV Protocols:

Real-time HRV feedback during stress
Progressive stress inoculation
Target: HRV >50ms (RMSSD)

Meditation Progression:

30min daily practice
Vipassana or concentration techniques
Neurofeedback-assisted meditation

Cognitive Training:

Working memory training
Processing speed enhancement
Executive function optimization

Comprehensive Testing & Optimization

Week 12 Advanced Panel:

Comprehensive hormonal assessment
Advanced lipid analysis (NMR)
Inflammatory markers
Oxidative stress markers
Telomere length testing
Biological age assessment

Performance Testing:

VO2 max testing
Body composition (DEXA scan)
Cognitive assessment battery
Strength and power testing
Flexibility and mobility assessment

Daily Schedule Template (Phase 3)

6:00 AM: Wake, HRV measurement, morning supplements 6:15 AM: Meditation + breathing exercises 6:45 AM: Red light therapy 7:15 AM: Exercise (fasted) 8:30 AM: Post-workout nutrition 12:00 PM: Main meal (largest) 2:00 PM: Cognitive training/work 6:00 PM: Light meal (if eating day) 7:00 PM: Evening walk + family time 8:00 PM: Sauna or cold exposure 9:00 PM: Blue light blocking, evening supplements 10:00 PM: Sleep preparation 10:30 PM: Sleep

Safety Considerations & Monitoring

Red Flags to Monitor:

Persistent HRV decline
Sleep quality deterioration
Extreme fatigue or mood changes
Digestive issues
Injury or overtraining symptoms

Medical Supervision Required:

Rapamycin protocols
Extended fasting (>24 hours)
Any prescription nootropics
Hormone optimization

Adjustment Protocols:

Weekly plan modifications based on biomarkers
Deload weeks if overreaching detected
Supplement cycling to prevent tolerance

Expected Outcomes (3-Month Targets)

Biomarkers:

Fasting glucose: <90 mg/dL
HbA1c: <5.4%
Triglycerides: <100 mg/dL
HDL: >60 mg/dL
CRP: <1.0 mg/L
Resting HR: Decrease 5-10 bpm

Performance:

VO2 max: Increase 10-15%
Strength gains: 15-25%
Body fat: Decrease 3-5%
Cognitive scores: Improve 10-20%
HRV: Increase 20-30%

Subjective:

Energy levels: Sustained throughout day
Sleep quality: >85% efficiency
Stress resilience: Improved recovery
Mental clarity: Enhanced focus and memory

This protocol should be implemented under professional guidance and adjusted based on individual responses a nd biomarker feedback.

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GPT-4

Openai · May 2023text

3-Month Longevity Plan

Dietary Protocols

Month 1: Ketogenic Diet This diet is high in fats, moderate in protein, and low in carbohydrates. It helps in burning fat more effectively.

Breakfast: 2 eggs, avocado, and mixed vegetables. Lunch: Grilled salmon with a side of asparagus. Dinner: Stir-fried chicken with broccoli. Snacks: Nuts, seeds, and cheese.

Month 2: Intermittent Fasting Skip breakfast and eat during an 8-hour feeding window, e.g., 12-8 PM. This type of fasting can potentially reduce inflammation, improve heart health, and boost brain function.

Month 3: Caloric Restriction Lower your daily caloric intake by 20-30% while maintaining adequate nutrient density. This approach has been shown to decelerate the aging process in many species.

Supplements

-Resveratrol (500mg daily): Antioxidant that activates longevity genes. -NMN (500mg daily): Boosts NAD levels, critical for cellular health and longevity. -PQQ (20mg daily): Enhances mitochondrial function. -CoQ10 (200mg daily): Supports heart health and energy production. -Curcumin (500mg daily): Anti-inflammatory and anti-oxidant benefits. -Vitamin D3 (5000 IU daily): Supports immune function and bone health.

Exercise Routine

Week 1-4: Strength Training Focus on compound movements like squats, deadlifts, bench press, and pull-ups. Aim for 3 sessions weekly.

Week 5-8: High-Intensity Interval Training (HIIT) Alternate between 30-second sprints and 1-minute rest periods. Do this 2-3 times per week.

Week 9-12: Active Recovery Incorporate light activities such as yoga or swimming. Daily walks are also beneficial.

Advanced Wearable Tracking Use a device like an Oura Ring or Biostrap to monitor sleep quality, heart rate variability (HRV), and physical activity. Aim for an HRV above 60, a resting heart rate below 60, and at least 7 hours of sleep per night.
Stress Resilience Techniques

HRV Training: Use an app like Elite HRV to train your body to respond better to stress. Aim for 15 minutes daily.

Neurofeedback: Use a device like Muse to improve your brain's resilience to stress via biofeedback. Aim for at least 10 minutes daily.

Other Strategies

Cold and Heat Exposure: Alternate between hot saunas and cold showers to boost the immune system and improve cardiovascular health.

Red Light Therapy: Use a device like Joovv for 10 minutes daily to improve skin health and boost energy.

Sleep Hygiene: Ensure your room is dark, cool, and quiet. Avoid screens 2 hours before bed.

Remember, everyone's body responds differently, so it's essential to regularly monitor your bio-markers and adjust the plan accordingly. Always consult with a healthcare provider before starting any new regimen.

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11 / 19

Michelin Star Recipe Designplanning

Design an innovative, multi-component dish worthy of a 3-star Michelin restaurant.

Claude Sonnet 4

Anthropic · May 2025text

"Forest Floor to Ocean Depth"

Wagyu Beef Cheek with Black Truffle, Sea Lettuce Glass, and Smoked Bone Marrow Caviar

Conceptual Narrative

This dish represents the journey from earth's deepest forest floor to the ocean's mysterious depths, celebra ting the umami connection between land and sea. The unusual pairing of terrestrial black truffle with marine sea lettuce creates an otherworldly flavor bridge, while the transformation of bone marrow into caviar-like spheres challenges traditional protein presentations. Each element represents different depths and textures found in nature's most prized environments.

Component 1: 48-Hour Sous Vide Wagyu Beef Cheek

Serves 4

Ingredients:

800g A5 Wagyu beef cheek, trimmed
30g black truffle, thinly shaved
15ml truffle oil
5g Maldon sea salt
2g white pepper
50ml aged soy sauce (minimum 5 years)
20ml mirin

Instructions:

Season beef cheek with salt and white pepper, rest 2 hours at room temperature
Vacuum seal with truffle shavings, truffle oil, soy sauce, and mirin at 98% vacuum
Cook sous vide at 56°C for 48 hours
Rest in ice bath for 30 minutes before final preparation
Before plating, sear exterior with blowtorch for 15 seconds per side

Component 2: Sea Lettuce Glass Sheets

Advanced molecular gastronomy technique

Ingredients:

200g fresh sea lettuce (Ulva lactuca)
3g agar-agar
2g sodium alginate
500ml filtered water
1g xanthan gum
Liquid nitrogen for flash-setting

Sourcing Note:

Source sea lettuce from specialty marine vegetable suppliers like Ocean Harvest (Ireland) or local sustainab le seaweed foragers.

Instructions:

Blanch sea lettuce in boiling water for 30 seconds, shock in ice water
Blend with 250ml water until completely smooth, strain through fine mesh
Heat remaining water to 85°C, dissolve agar-agar and sodium alginate
Combine mixtures, add xanthan gum, blend with immersion blender
Pour 2mm thick onto silicone mats, flash-freeze with liquid nitrogen
Thaw at room temperature for flexible, translucent sheets

Component 3: Smoked Bone Marrow Caviar

Spherification technique

Ingredients:

200g beef bone marrow, extracted
2g sodium alginate
1000ml water
5g calcium chloride
Applewood chips for smoking
Black truffle salt for finishing

Instructions:

Cold-smoke marrow at 15°C for 2 hours using applewood
Warm marrow to liquid state (37°C), strain through fine mesh
Create sodium alginate bath (2g per 1000ml water)
Mix marrow with calcium chloride solution
Using precision syringe, create 4mm spheres in alginate bath
Rest spheres for 2 minutes, rinse in clean water
Store in truffle oil until plating

Component 4: Mushroom Soil Powder

Ingredients:

100g dried porcini mushrooms
50g dehydrated black olives
20g maltodextrin
5g activated charcoal powder (food grade)
2g smoked salt

Instructions:

Grind porcini and olives to fine powder in spice grinder
Mix with maltodextrin and charcoal powder
Pass through fine sieve three times
Season with smoked salt

Component 5: Ocean Foam

Lecithin foam technique

Ingredients:

300ml dashi (kombu and bonito)
2g soy lecithin
1ml white soy sauce
Micro sea beans for garnish

Instructions:

Warm dashi to 60°C, add white soy sauce
Add lecithin, blend with immersion blender until stable foam forms
Maintain temperature and texture until plating

Plating and Presentation

Equipment Needed:

Black slate plates (30cm diameter)
Fine mesh sieve for powder dusting
Precision tweezers
Small spoons for caviar placement
Micro pipettes for sauce dots

Plating Instructions:

Base Layer: Dust one-third of plate with mushroom soil powder using stencil to create organic forest floor pattern
Protein Placement: Position sliced wagyu cheek (5mm thick, 3 pieces) in ascending height arrangement on clean portion of plate
Glass Elements: Drape sea lettuce glass sheets over protein, creating translucent waves that catch li ght
Caviar Accent: Place 7-9 bone marrow caviar spheres using precision spoon, scattered naturally around protein
Foam Application: Spoon ocean foam in organic pools between elements, ensuring height variation
Final Garnish:
- Fresh truffle shavings over protein
- Micro sea beans (5-7 pieces) on foam
- Three dots of aged soy reduction using micro pipette

Temperature Service:

Serve immediately at 45°C for optimal marrow caviar texture and beef temperature.

Specialized Sourcing Notes

A5 Wagyu: Source from certified Japanese suppliers (Crowd Cow, Holy Grail Steak Co.)
Sea Lettuce: Ocean Harvest Ireland, or Pacific Harvest New Zealand
Aged Soy Sauce: Yamaroku or Kamebishi brands (5+ year aged)
Molecular Ingredients: ModernistPantry or Terra Spice Company
Black Truffle: Sabatino Tartufi or local truffle hunters (seasonal availability)

Wine Pairing Suggestion

2015 Chassagne-Montrachet Premier Cru - the minerality complements the ocean elements while the richness mat ches the wagyu intensity.

Estimated Preparation Time: 3 days (including 48-hour sous vide) Active Cooking Time: 4 hours Difficulty Level: Michelin 3-star professional

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GPT-4

Openai · May 2023text

Dish Name: Symphony of Scarlet Prawn and Yuzu

Conceptual Narrative: This dish is a harmonious interplay of land and sea, with the sweetness of scarlet prawns, a gem of the deep sea, and the refreshing, fragrant citrus notes of yuzu fruit, a treasure from the land. It celebrates the fusion of Italian and Japanese gastronomy, bringing together the refined simplicity of the East with the bold, robust flavors of the Mediterranean.

Ingredients:

6 large Scarlet prawns
1 Yuzu fruit
100g Arborio Rice
50ml Sake
30g Parmigiano Reggiano
500ml Fish Stock
50g Unsalted Butter
1 Shallot
Sea Salt
Fresh Dill

Specialized Ingredients: Scarlet prawns: These red prawns are native to the Mediterranean sea and are renowned for their sweet, delicate flavor. They can be sourced from high-end seafood markets. Yuzu fruit: This aromatic Japanese citrus fruit is not commonly found in Western supermarkets. It can be ordered from Asian grocery stores or online.

Instructions:

Scarlet Prawn Brodo: Clean the prawns, reserving the shells. In a heated pan, add the shells with a bit of olive oil and toast till they turn red. Add sake and let it simmer until the alcohol evaporates. Pour in fish stock, and let it simmer for 30 minutes. Strain the broth, add a pinch of salt, and set aside.
Yuzu Risotto: Finely chop the shallot and sauté in a pan with butter until translucent. Add Arborio rice and stir until the grains are well coated and slightly toasted. Deglaze the pan with a splash of sake. Once the sake has evaporated, start adding the prawn brodo, one ladle at a time, stirring continuously. Repeat until the rice is cooked al dente. Grate the rind of the yuzu fruit into the risotto and squeeze in some juice for a burst of citrus flavor. Fold in grated Parmigiano Reggiano and a knob of butter to make the risotto creamy.
Scarlet Prawn: Season the prawns with salt and sear them in a hot pan with olive oil. Cook each side for about 2 minutes until they turn opaque.

Plating: Mold the risotto in the center of the plate using a ring mold. Arrange the prawns around the risotto. Drizzle some prawn brodo around the plate. Garnish with fresh dill and thin slices of yuzu peel for a pop of color and freshness.

This dish presents a beautiful contrast of colors, and a delectable interplay of flavors and textures. The sweet, succulent prawns paired with the creamy, citrusy risotto create a symphony of flavors that is both familiar and surprising. The presentation is simple yet elegant, reflecting the minimalism of Japanese aesthetics and the heartiness of Italian cuisine.

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12 / 19

Autonomous Drone Simulatorweb design

Create an autonomous drone simulator with custom environment using ThreeJS

Claude Sonnet 4

Anthropic · May 2025website

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GPT-4

Openai · May 2023website

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Claude Sonnet 4Winner

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Pick Claude Sonnet 4. In 2 blind votes, Claude Sonnet 4 wins 100% of the time. That's not luck.

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Writing DNA

Style Comparison

Similarity

85%

Claude Sonnet 4 uses 87.9x more emoji

Claude Sonnet 4

GPT-4

62%Vocabulary59%

111wSentence Length18w

0.40Hedging1.10

5.0Bold0.8

9.3Lists2.5

0.88Emoji0.00

2.16Headings0.00

0.33Transitions0.45

Based on 17 + 15 text responses

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GPT-4 vs Gemini 2.5 Pro Preview 06-05New provider

GPT-4 vs MiniMax M1New provider

GPT-4 vs Claude Opus 4Cross-provider

The Comprehensive 3-Month Longevity Optimization Protocol

Overview & Foundation

Core Pillars:

Metabolic optimization through targeted nutrition
Hormetic stress application
Recovery and regeneration maximization
Cognitive enhancement
Biomarker tracking and adjustment

Phase 1: Foundation Building (Weeks 1-4)

Dietary Protocol

Week 1-2: Metabolic Flexibility Training

Daily Structure:
- 16:8 Intermittent Fasting (eating window: 12pm-8pm)
- Break fast with MCT oil (15ml) + electrolytes
- Meal 1 (12pm): High protein, moderate fat, low carb
- Meal 2 (6pm): Complete amino acid profile, healthy fats

Week 3-4: Modified Ketogenic Approach

Macronutrient Ratios:
- 70% fat, 25% protein, 5% carbs
- Total calories: BMR × 1.2-1.4 (depending on activity)
Carb Cycling: 20g net carbs 5 days, 50-100g on training days
Key Foods:
- Grass-fed beef, wild salmon, pasture-raised eggs
- Avocados, MCT oil, extra virgin olive oil
- Leafy greens, cruciferous vegetables
- Macadamia nuts, Brazil nuts (2-3 daily for selenium)

Supplement Stack - Phase 1

Morning Stack (7am):

NAD+ Precursor (Nicotinamide Riboside): 300mg
Resveratrol: 500mg (with fat for absorption)
Curcumin (with piperine): 1000mg
Vitamin D3: 4000 IU + K2 (MK-7): 200mcg
Magnesium Glycinate: 400mg
Omega-3 (EPA/DHA): 2g

Pre-Workout (30min before exercise):

Creatine Monohydrate: 5g
Beta-Alanine: 3g
L-Citrulline: 6g
Rhodiola Rosea: 300mg

Evening Stack (8pm):

Magnesium Threonate: 2g
Melatonin: 0.5mg (micro-dose)
Glycine: 3g
Ashwagandha (KSM-66): 600mg

Weekly Additions:

Spermidine: 1mg (3x/week)
Rapamycin: 5mg (once weekly - consult physician)

Exercise Protocol - Phase 1

Monday - Strength Training (Lower Body Focus):

Warm-up: 10min dynamic movement
Squats: 4×6-8 (70-80% 1RM)
Romanian Deadlifts: 3×8-10
Bulgarian Split Squats: 3×10 each leg
Calf Raises: 3×15
Core Circuit: 10min
Cool-down: 10min stretching

Tuesday - HIIT Cardio:

5min warm-up
8×30sec all-out / 90sec recovery
5min cool-down
Total: 25min

Wednesday - Active Recovery:

30min zone 2 cardio (nasal breathing only)
Yoga or mobility work: 20min
Sauna: 15-20min at 80-90°C

Thursday - Strength Training (Upper Body):

Pull-ups/Chin-ups: 4×6-8
Overhead Press: 4×6-8
Rows: 3×8-10
Dips: 3×10-12
Bicep/Tricep superset: 3×12

Friday - Zone 2 Cardio:

45-60min at 60-70% max HR
Monitor via HRV device

Saturday - Functional Movement:

Compound movements
Farmer's walks, Turkish get-ups
Balance and coordination drills
45min total

Sunday - Complete Rest or Gentle Movement

Stress Resilience & Recovery - Phase 1

Daily HRV Training:

Morning HRV measurement (HeartMath Pro, WHOOP, or Oura)
10min coherent breathing (5sec in, 5sec out)
Adjust training intensity based on HRV trends

Weekly Protocols:

Sauna: 3×/week, 15-20min at 80-90°C
Cold exposure: 3×/week, 2-3min cold shower (15°C or below)
Meditation: Daily 10-20min (Headspace or Waking Up app)

Sleep Optimization:

Consistent sleep/wake times (±30min)
Blue light blocking glasses after sunset
Room temperature: 18-19°C
Complete darkness (blackout curtains, eye mask)
Sleep tracking via Oura Ring or WHOOP

Tracking & Biomarkers - Phase 1

Daily Tracking:

HRV (morning)
Sleep quality and duration
Ketone levels (blood or breath)
Glucose (fasting and post-meal)
Energy levels (1-10 scale)
Cognitive performance (simple tests)

Week 4 Lab Panel:

Complete Blood Count (CBC)
Comprehensive Metabolic Panel (CMP)
Lipid panel (including particle size)
HbA1c and fasting insulin
Inflammatory markers (CRP, IL-6)
Hormone panel (testosterone, cortisol, thyroid)
Vitamin D, B12, folate
Omega-3 index

Phase 2: Optimization (Weeks 5-8)

Advanced Dietary Protocol

Cyclic Ketogenic Diet with Targeted Carb Timing:

5 days ketogenic: <20g net carbs
1 day moderate carb: 100-150g (training day)
1 day higher carb: 200-250g (refeed)

Intermittent Fasting Progression:

Week 5-6: 18:6 protocol
Week 7-8: Two 24-hour fasts per week

Meal Timing Optimization:

Post-workout: Protein + targeted carbs (if carb day)
Pre-sleep: Casein protein or bone broth
Electrolyte timing around workouts

Supplement Stack - Phase 2 (Cycling Protocol)

Week 1 & 3 of Phase 2:

Continue Phase 1 stack
Add: Berberine 500mg (with meals on carb days)
Add: Alpha-GPC 600mg (pre-workout)

Week 2 & 4 of Phase 2:

Reduce NAD+ precursor to 150mg
Add: PQQ 20mg
Add: Urolithin A 500mg
Cycle off Rhodiola (week 2 only)

New Additions:

Fisetin: 100mg (2 consecutive days per month)
Quercetin: 500mg (with zinc 15mg)
NMN: 250mg (alternate weeks with NR)

Exercise Protocol - Phase 2

Periodization Approach:

Week 5-6: Strength focus (3-6 rep range)
Week 7-8: Power and explosiveness

New Additions:

VO2 Max Training: Weekly 4×4min intervals at 90-95% max HR
Strength Standards Target:
- Deadlift: 2× body weight
- Squat: 1.5× body weight
- Bench/Push-up equivalent: 1.2× body weight

Weekly Split:

Monday: Lower Power
Tuesday: HIIT/VO2 Max
Wednesday: Upper Strength
Thursday: Zone 2 + Mobility
Friday: Full Body Functional
Saturday: Long Zone 2 (60-90min)
Sunday: Active recovery

Advanced Stress Resilience

Wim Hof Breathing Protocol:

3 rounds daily
30-40 deep breaths per round
Retention holds progressing from 1-3 minutes
Combine with cold exposure

HRV Training Progression:

Coherent breathing: 15min daily
HRV biofeedback training
Stress inoculation through controlled stressors

Neurofeedback Integration:

Alpha wave training (8-12 Hz)
SMR training (12-15 Hz) for focus
20min sessions 3×/week

Advanced Tracking

Continuous Glucose Monitor:

FreeStyle Libre or Dexcom
Track glucose variability
Optimize meal timing and composition

Advanced Sleep Tracking:

Deep sleep percentage target: >20%
REM sleep target: >20%
Sleep efficiency: >85%

Cognitive Testing:

Weekly: Dual N-Back training
Reaction time tests
Memory assessments

Phase 3: Peak Performance (Weeks 9-12)

Precision Nutrition Protocol

Chronobiology-Optimized Eating:

Largest meal: 12-2pm (circadian peak)
Minimal evening calories
Protein timing: 1.6-2.2g/kg body weight
Strategic carb timing around workouts only

Advanced Fasting Protocols:

Week 9: Two 36-hour fasts
Week 10: One 48-hour fast (with medical supervision)
Week 11-12: 20:4 daily with 2×24-hour weekly

Micronutrient Precision:

Personalized based on genetic testing (MTHFR, APOE)
Targeted deficiency correction from lab results
Anti-inflammatory food focus

Peak Performance Supplement Stack

Nootropic Stack (Training Days):

Modafinil: 100mg (if legally prescribed)
Lion's Mane: 1000mg
Bacopa Monnieri: 600mg
Phosphatidylserine: 300mg
Alpha-GPC: 600mg

Longevity Stack (Daily):

Rapamycin: 5mg weekly (physician supervised)
Metformin: 500mg (if insulin resistant)
Spermidine: 1mg daily
Urolithin A: 500mg
NAD+ precursor: 500mg

Performance Stack:

Creatine: 5g daily
Beta-Alanine: 3g daily
HMB: 3g daily
Citrulline Malate: 8g pre-workout

Elite Exercise Protocol

Strength-Power Fusion:

Complex training (heavy lift + explosive movement)
Cluster sets for power development
Accommodating resistance (bands/chains)

Metabolic Conditioning:

Lactate threshold training
VO2 max intervals
Aerobic power development

Recovery Modalities:

Contrast therapy (hot/cold)
Compression therapy
Red light therapy (660-850nm): 20min daily
Percussive therapy (Theragun)

Advanced Biohacking Technologies

Photobiomodulation:

Red light panel: 660nm + 850nm
20min daily exposure
Target: mitochondrial optimization

Pulsed Electromagnetic Field (PEMF):

8Hz frequency for recovery
30min sessions post-workout

Hyperbaric Oxygen Therapy:

1.3-1.5 ATA pressure
60-90min sessions
2-3×/week for recovery enhancement

Stress Mastery & Cognitive Enhancement

Advanced HRV Protocols:

Real-time HRV feedback during stress
Progressive stress inoculation
Target: HRV >50ms (RMSSD)

Meditation Progression:

30min daily practice
Vipassana or concentration techniques
Neurofeedback-assisted meditation

Cognitive Training:

Working memory training
Processing speed enhancement
Executive function optimization

Comprehensive Testing & Optimization

Week 12 Advanced Panel:

Comprehensive hormonal assessment
Advanced lipid analysis (NMR)
Inflammatory markers
Oxidative stress markers
Telomere length testing
Biological age assessment

Performance Testing:

VO2 max testing
Body composition (DEXA scan)
Cognitive assessment battery
Strength and power testing
Flexibility and mobility assessment

Daily Schedule Template (Phase 3)

Safety Considerations & Monitoring

Red Flags to Monitor:

Persistent HRV decline
Sleep quality deterioration
Extreme fatigue or mood changes
Digestive issues
Injury or overtraining symptoms

Medical Supervision Required:

Rapamycin protocols
Extended fasting (>24 hours)
Any prescription nootropics
Hormone optimization

Adjustment Protocols:

Weekly plan modifications based on biomarkers
Deload weeks if overreaching detected
Supplement cycling to prevent tolerance

Expected Outcomes (3-Month Targets)

Biomarkers:

Fasting glucose: <90 mg/dL
HbA1c: <5.4%
Triglycerides: <100 mg/dL
HDL: >60 mg/dL
CRP: <1.0 mg/L
Resting HR: Decrease 5-10 bpm

Performance:

VO2 max: Increase 10-15%
Strength gains: 15-25%
Body fat: Decrease 3-5%
Cognitive scores: Improve 10-20%
HRV: Increase 20-30%

Subjective:

Energy levels: Sustained throughout day
Sleep quality: >85% efficiency
Stress resilience: Improved recovery
Mental clarity: Enhanced focus and memory

This protocol should be implemented under professional guidance and adjusted based on individual responses a nd biomarker feedback.

Claude Sonnet 4 vs GPT-4

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Key Differences Between Claude Sonnet 4 and GPT-4

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Mario Level UI Recreationweb design

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World Map SVGimage generation

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Random Tailwind Webappweb design

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Surprise Animal SVGimage generation

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Retro macOS UI Recreationweb design

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Advanced Longevity Plan (Biohacker)reasoning

Claude Sonnet 4

The Comprehensive 3-Month Longevity Optimization Protocol

Overview & Foundation

Phase 1: Foundation Building (Weeks 1-4)

Dietary Protocol

Supplement Stack - Phase 1

Exercise Protocol - Phase 1

Stress Resilience & Recovery - Phase 1

Tracking & Biomarkers - Phase 1

Phase 2: Optimization (Weeks 5-8)

Advanced Dietary Protocol

Supplement Stack - Phase 2 (Cycling Protocol)

Exercise Protocol - Phase 2

Advanced Stress Resilience

Advanced Tracking

Phase 3: Peak Performance (Weeks 9-12)

Precision Nutrition Protocol

Peak Performance Supplement Stack

Elite Exercise Protocol

Advanced Biohacking Technologies

Stress Mastery & Cognitive Enhancement

Comprehensive Testing & Optimization

Daily Schedule Template (Phase 3)

Safety Considerations & Monitoring

Expected Outcomes (3-Month Targets)

GPT-4

Michelin Star Recipe Designplanning

Claude Sonnet 4

"Forest Floor to Ocean Depth"

Wagyu Beef Cheek with Black Truffle, Sea Lettuce Glass, and Smoked Bone Marrow Caviar

Conceptual Narrative

Component 1: 48-Hour Sous Vide Wagyu Beef Cheek

Ingredients:

Instructions:

Component 2: Sea Lettuce Glass Sheets

Ingredients:

Sourcing Note:

Instructions:

Component 3: Smoked Bone Marrow Caviar

Ingredients:

Instructions:

Component 4: Mushroom Soil Powder

Ingredients:

Instructions:

Component 5: Ocean Foam

Ingredients: