Google: Gemini 3.1 Flash Lite Preview vs Llama 4 Scout
Compare Google: Gemini 3.1 Flash Lite Preview by Google AI against Llama 4 Scout by Meta AI, context windows of 1.0M vs 10.0M, tested across 25 shared challenges. Updated March 2026.
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Google: Gemini 3.1 Flash Lite PreviewvsLlama 4 Scout
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Why Google: Gemini 3.1 Flash Lite Preview?
Leads 1 of 1 benchmarks
Stronger on LiveCodeBench72.0% vs 32.8%
11 months newerMar 2026
Why Llama 4 Scout?
2.5x cheaper overall$0.25/M in · $0.50/M out
9.5x more context10.0M
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Google: Gemini 3.1 Flash Lite PreviewLlama 4 Scout
12 / 20
SVG Layout Challengeimage generation
Tests an AI's ability to generate vector graphics
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2 / 20
Xbox Controller SVG Artimage generation
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
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3 / 20
Minimalist Landing Pageweb design
Tests an AI's ability to generate a complete, working landing page
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4 / 20
Mario Level UI Recreationweb design
Recreate an interactive, classic Mario level in a single HTML file.
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5 / 20
Linear App Cloneweb design
Tests an AI's ability to replicate an existing UI with Tailwind CSS
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6 / 20
Interactive Catan Boardweb design
Tests an AI's ability to create interactive web elements
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7 / 20
World Map SVGimage generation
Tests an AI's ability to create a detailed world map in SVG format
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8 / 20
Simple 7-Ingredient Recipeconversation
Generate a unique and simple recipe with common ingredients.
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Sponsored
9 / 20
Beginner's Longevity Planreasoning
Create a starter plan for improving long-term health.
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10 / 20
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.
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11 / 20
Advanced Longevity Plan (Biohacker)reasoning
Develop a cutting-edge 3-month longevity plan for a biohacker.
Google: Gemini 3.1 Flash Lite Preview
This 3-month longevity protocol is designed for the high-performing biohacker. Disclaimer: I am an AI, not a doctor. Consult with a medical professional before starting aggressive fasting, supplement protocols, or exercise regimens. Perform baseline blood panels (Inflammation, Hormones, Metabolic health) before starting.
Phase 1: Foundation & Metabolic Flexibility (Month 1)
Goal: Stabilize blood glucose, reduce systemic inflammation, and establish recovery baselines.
- Dietary Protocol: 16:8 Intermittent Fasting. Focus on "Low-Glycemic Mediterranean-Keto."
- Macros: 60% healthy fats (avocado, olive oil, nuts), 30% protein (wild-caught fish, grass-fed beef), 10% fiber-rich vegetables.
- Constraint: No food 3 hours before sleep.
- Exercise:
- Strength: 3x/week full-body hypertrophy (compound movements: squats, deadlifts, overhead press).
- Zone 2 Cardio: 150 minutes/week (heart rate at 60-70% of max).
- Supplement Stack:
- Core: Vitamin D3 (5000 IU) + K2 (100mcg), Magnesium Glycinate (400mg at night), Omega-3 (EPA/DHA 2g).
- Mitochondrial: CoQ10 (Ubiquinol, 200mg).
- Tracking: Oura Ring or WHOOP for Sleep Efficiency and HRV. Use a Continuous Glucose Monitor (CGM) for 14 days to map glycemic response.
Phase 2: Metabolic Optimization & Cellular Repair (Month 2)
Goal: Deepen autophagy and improve mitochondrial efficiency.
- Dietary Protocol: Introduce "Cyclical Keto" and 24-hour fasts.
- Protocol: Two 24-hour fasts per week (dinner to dinner). Add one "refeed" day on Saturday (complex carbs like sweet potato/quinoa) to support thyroid function.
- Exercise:
- HIIT: Introduce one weekly session (4x4 protocol: 4 mins at 90% HR, 3 mins recovery).
- Mobility: Daily 15-minute mobility/yoga flow.
- Advanced Supplement Stack (Additions):
- NAD+ Boosters: NMN (500mg/day, taken in the morning).
- Senolytics: Fisetin (High-dose "pulse" protocol: 1,000mg/day for 3 days, then off for the rest of the month).
- Cognitive: Lion’s Mane (1g/day).
- Stress Resilience: HRV Biofeedback. Use an app like Elite HRV or HeartMath for 10 minutes daily to train "Coherent Breathing."
Phase 3: Peak Performance & Cognitive Expansion (Month 3)
Goal: Optimize cognitive output and consolidate longevity gains.
- Dietary Protocol: Time-Restricted Feeding (18:6) + Ketone Esters usage during high-cognitive-load mornings.
- Exercise:
- Strength: Shift to 4x/week (Upper/Lower split) focusing on explosive power.
- Cold/Heat Therapy: Daily cold plunge (3 mins, <50°F) and Sauna (20 mins, 180°F+) 4x/week for heat shock protein activation.
- Advanced Supplement Stack:
- Sirtuin Activators: Resveratrol or Pterostilbene (500mg).
- Cognitive: Creatine Monohydrate (5g/day for brain energy), Bacopa Monnieri (300mg).
- Cycle: Stop NMN for 1 week to allow natural homeostasis.
- Neurofeedback/Stress: Introduce "Brain Training" (e.g., Dual N-Back tasks) for working memory. Increase meditation to 20 minutes (Non-Sleep Deep Rest - NSDR protocols).
Key Performance Indicators (KPIs) to Track
| Metric | Tool | Target |
|---|---|---|
| Blood Glucose | CGM | <100 mg/dL fasting; <140 post-meal |
| HRV | Oura/Whoop | Increasing trend (individualized) |
| Deep Sleep | Oura/Whoop | 1.5 - 2 hours per night |
| Body Comp | DEXA Scan | <15% body fat (for men) / <22% (for women) |
| Cognitive | Dual N-Back | Progressing levels |
Essential Biohacker "Non-Negotiables"
- Sleep Hygiene: Blue-light blocking glasses 2 hours before bed; room temperature at 67°F.
- Hydration: Electrolyte supplementation (Sodium, Potassium, Magnesium) is mandatory if doing Keto/Fasting.
- Blood Work: Perform a full biomarker panel (Lipids, HbA1c, hs-CRP, ApoB, Hormones) at the end of Month 3 to quantify progress.
- Flexibility: If your HRV drops significantly for 3 consecutive days, eliminate HIIT and drop to "Active Recovery" (walking) until recovery scores rebound.
Protocol Cycling: After Month 3, take one "Integration Week" with no intense exercise or supplements to reset, then resume a maintenance phase.
Llama 4 Scout
Comprehensive 3-Month Longevity Plan for Biohackers
Phase 1: Assessment and Foundation Building (Weeks 1-4)
- Wearable Tracking:
- Utilize a high-resolution wearable device (e.g., Garmin Forerunner 945, Apple Watch Series 7) to track:
- Heart Rate Variability (HRV)
- Sleep stages and duration
- Physical activity and exercise
- Blood oxygen level
- Integrate with a comprehensive health tracking platform (e.g., Whoop, Strava) for data analysis and insights
- Utilize a high-resolution wearable device (e.g., Garmin Forerunner 945, Apple Watch Series 7) to track:
- Dietary Protocol:
- Ketogenic Diet: Implement a cyclical ketogenic diet with a macronutrient breakdown:
- Fat: 70-80% of daily calories
- Protein: 15-20% of daily calories
- Carbohydrates: 5-10% of daily calories
- Fasting Regimen: Alternate-day fasting with 16:8 time-restricted eating (TRE) on non-fasting days
- Supplements:
- Exogenous ketones (e.g., beta-hydroxybutyrate, 10g/day)
- Omega-3 fatty acids (e.g., EPA & DHA, 2g/day)
- Probiotics (e.g., 10 billion CFU/day)
- Ketogenic Diet: Implement a cyclical ketogenic diet with a macronutrient breakdown:
- Exercise Routine:
- Strength Training: 3 times/week, focusing on compound exercises:
- Squats, deadlifts, bench press, rows, and lunges
- Progressive overload with 2.5-5kg increments every two weeks
- HIIT (High-Intensity Interval Training): 2 times/week, 20-30 minutes per session
- Sprints, burpees, jump squats, or other high-intensity exercises
- Recovery: 1-2 times/week, incorporating:
- Foam rolling and self-myofascial release
- Contrast showers and cryotherapy
- Strength Training: 3 times/week, focusing on compound exercises:
- Stress Resilience:
- HRV Training: Daily HRV monitoring and training using:
- HeartMath Inc. (emWave) or similar device
- Biofeedback exercises and resonance breathing
- Neurofeedback: Bi-weekly sessions using:
- EEG headset (e.g., Muse, Interaxon)
- Neurofeedback software (e.g., Brainwave, MindPlace)
- HRV Training: Daily HRV monitoring and training using:
Phase 2: Optimization and Intensification (Weeks 5-8)
- Dietary Protocol:
- Ketogenic Variations: Introduce targeted ketogenic diet (TKD) or modified ketogenic diet (MKD) for specific training or performance goals
- Fasting Regimen: Gradually increase fasting duration or frequency:
- 24-hour fasts every 4-5 days
- 36-hour fasts every 2-3 weeks
- Supplements:
- Add:
- Acetyl-L-carnitine (ALCAR, 500mg/day)
- Phosphatidylserine (100mg/day)
- Bacopa monnieri (200mg/day)
- Rotate and cycle supplements every 4-6 weeks
- Add:
- Exercise Routine:
- Strength Training: Increase intensity with:
- Explosive exercises (e.g., box jumps, medicine ball throws)
- Advanced techniques (e.g., blood flow restriction, electromyostimulation)
- HIIT: Increase frequency or duration:
- 3-4 times/week, 30-40 minutes per session
- Recovery: Enhance with:
- Normobaric hypoxia training
- Electrical muscle stimulation (EMS)
- Strength Training: Increase intensity with:
- Stress Resilience:
- HRV Training: Intensify training with:
- More frequent biofeedback sessions
- Advanced techniques (e.g., heart rate variability coherence)
- Neurofeedback: Increase session frequency:
- 2-3 times/week
- HRV Training: Intensify training with:
Phase 3: Fine-Tuning and Peak Performance (Weeks 9-12)
- Dietary Protocol:
- Precision Nutrition: Implement genetic testing (e.g., DNAfit, Nutrigenomics) to inform personalized nutrition
- Fasting Regimen: Refine and adjust fasting schedule based on performance and recovery
- Supplements:
- Fine-tune supplement stack based on progress and testing
- Introduce new supplements:
- Spermidine (1mg/day)
- Creatine (3g/day)
- Exercise Routine:
- Periodization: Alternate between high-intensity and low-intensity training phases
- Specificity: Tailor training to specific performance goals (e.g., endurance, strength, power)
- Stress Resilience:
- Mindfulness and Meditation: Integrate mindfulness practices:
- Daily meditation (10-20 minutes)
- Yoga or tai chi sessions (2-3 times/week)
- Sleep Optimization: Prioritize sleep quality and duration:
- Establish consistent sleep schedule
- Use sleep-promoting supplements (e.g., melatonin, 5-HTP)
- Mindfulness and Meditation: Integrate mindfulness practices:
Additional Recommendations:
- Genetic Testing: Consider genetic testing for:
- APOE, MTHFR, and other longevity-related genes
- Nutrigenomics and personalized nutrition insights
- Blood Biomarkers: Monitor and track:
- Complete Blood Count (CBC)
- Comprehensive Metabolic Panel (CMP)
- Lipid profile and ApoE
- Inflammation markers (e.g., CRP, IL-6)
- Mental Performance: Engage in mentally stimulating activities:
- Reading, puzzles, and brain games
- Learning a new skill or language
- Social Connection: Prioritize social connections and relationships:
- Regular social interactions and community engagement
- Volunteer or participate in group activities
Supplements and Dosages:
- Phase 1-3:
- Omega-3 fatty acids: 2g/day
- Probiotics: 10 billion CFU/day
- Exogenous ketones: 10g/day
- Acetyl-L-carnitine (ALCAR): 500mg/day
- Phosphatidylserine: 100mg/day
- Bacopa monnieri: 200mg/day
- Spermidine: 1mg/day
- Creatine: 3g/day
- Cycling:
- Rotate supplements every 4-6 weeks
- Take breaks from supplements (e.g., 1-2 weeks) to assess efficacy and prevent tolerance
Safety Considerations:
- Medical Supervision: Consult with a healthcare professional before starting any new supplements or making significant changes to your diet or exercise routine
- Monitoring: Regularly track and monitor your progress, adjusting the plan as needed to avoid adverse effects or plateaus
Disclaimers:
- Individual Results May Vary: This plan is for informational purposes only and may not be suitable for everyone
- Consult a Professional: Always consult with a qualified healthcare professional before making significant changes to your lifestyle or supplement routine
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.
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12 / 20
Michelin Star Recipe Designplanning
Design an innovative, multi-component dish worthy of a 3-star Michelin restaurant.
Google: Gemini 3.1 Flash Lite Preview
The Dish: "Nebula of the Forest Floor"
Conceptual Narrative: This dish explores the intersection of decay and rebirth. The pairing—Black Garlic and Wild Foraged Pine Needles—creates an umami-forward, resinous profile that mimics the damp, dark scent of an ancient coniferous forest. The dish is designed to be eaten in a specific sequence, representing the transition from the soil (earthy fermentation) to the canopy (bright, ethereal aromatics).
The Components
- Black Garlic & Bone Marrow Custard: A silky, savory base.
- Pine-Smoked Venison Tartare: Hand-cut venison, cured in pine salt.
- Dehydrated Lichen & Mushroom Tuile: Texture and earthiness.
- Emulsified Spruce Tip Oil: The "nebula" garnish.
- Compressed Pickled Spruce Buds: Acidic brightness.
1. Black Garlic & Bone Marrow Custard
- Technique: Sous-vide precision poaching.
- Ingredients: 200g roasted bone marrow, 50g black garlic paste, 3 egg yolks, 100ml heavy cream, sea salt.
- Method: Emulsify the marrow and black garlic paste in a Vitamix. Whisk in yolks and cream. Strain through a fine-mesh chinois. Pour into cylindrical molds and cook sous-vide at 82°C for 45 minutes until set but trembling. Chill overnight.
2. Pine-Smoked Venison Tartare
- Technique: Cold-smoking and protein enzymatic curing.
- Ingredients: 150g venison loin (very lean, hand-diced), 1 tbsp pine needle ash (burn dried needles, pulverize), 1 tsp juniper berry oil.
- Method: Dice venison into 3mm cubes. Toss with juniper oil and salt. Place in a cold-smoker for 4 minutes using fresh-cut pine needles to impart a bright, resinous smoke rather than a woody one.
3. Lichen & Mushroom Tuile
- Technique: Fluid gel dehydration.
- Ingredients: 50g dried porcini powder, 20g edible lichen (rehydrated), 100ml water, 2g agar-agar, 10g tapioca maltodextrin.
- Method: Boil water, agar, and porcini powder. Blend in lichen. Spread thinly on a silicone mat. Dehydrate at 50°C for 6 hours. Snap into irregular, jagged shards.
4. Emulsified Spruce Tip Oil
- Technique: High-speed chlorophyll extraction.
- Ingredients: 100g fresh spruce tips, 200ml grapeseed oil, 1g xanthan gum.
- Method: Blanch spruce tips for 10 seconds, shock in ice water. Dry thoroughly. Blend with oil at 60°C for 5 minutes. Pass through a coffee filter. Add xanthan and blend until a vibrant, viscous emerald sauce is formed.
Sourcing & Specialized Ingredients
- Edible Lichen: Must be sourced from a specialty wild-foraging supplier (e.g., Lungwort or Reindeer Lichen). Ensure it is thoroughly cleaned and blanched to remove natural tannins.
- Black Garlic: Use fermented garlic aged for at least 60 days to ensure the balsamic-like sweetness is fully developed.
- Venison: Must be wild-harvested, ideally from a region where the deer feed on wild herbs.
Plating Presentation
- The Canvas: A matte, charcoal-black ceramic bowl.
- The Base: Unmold the Black Garlic Custard slightly off-center.
- The Forest: Place a quenelle of Pine-Smoked Venison atop the custard.
- The Structure: Insert the Lichen Tuiles vertically into the venison, mimicking a fallen branch or geological formation.
- The Nebula: Using a squeeze bottle, drop the Spruce Tip Oil around the base of the custard. Use a needle to pull through the oil to create "nebula" swirls.
- The Finish: Place three Compressed Spruce Buds around the tartare. Serve immediately with a small spray of "Forest Mist" (a tincture of distilled pine needle essence) at the table to activate the senses before the first bite.
Chef’s Note:
The dish is served at 18°C (room temperature). The custard should melt on the palate, releasing the deep, fermented notes of the garlic, which are immediately cut by the resinous, sharp acidity of the spruce oil and the clean metallic snap of the venison.
Llama 4 Scout
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:
- Saffron-Infused Cauliflower Mousse
- Smoked Eel Tartare with Pickled Fennel and Capers
- Wild Rice and Mushroom Duxelles
- Crispy Fried Cauliflower Petals with Lemon-Thyme Emulsion
- Microgreens and Edible Flower Salad
Component 1: Saffron-Infused Cauliflower Mousse
- 1 head of cauliflower
- 1/2 cup (120 ml) heavy cream
- 1/4 cup (60 ml) whole milk
- 1/2 tsp (2.5 g) saffron threads, soaked in 1 tbsp (15 ml) hot water
- 1 tsp (5 g) kosher salt
- 1/4 tsp (1.25 g) black pepper
- 1 tbsp (15 g) unsalted butter
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
- 1 lb (450g) smoked eel, flaked
- 1/4 cup (30g) pickled fennel, finely chopped (see note)
- 2 tbsp (30g) capers, rinsed and drained
- 1 tsp (5g) Dijon mustard
- 1 tsp (5g) honey
- 1/4 cup (60 ml) extra-virgin olive oil
- Salt and pepper to taste
- Fresh dill, chopped (optional)
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
- 1 cup (120g) wild rice
- 2 cups (475 ml) water
- 1/4 cup (30g) dried porcini mushrooms, rehydrated and chopped
- 1/4 cup (30g) finely chopped shallots
- 2 tbsp (30g) unsalted butter
- 1 tsp (5g) all-purpose flour
- 1/4 cup (60 ml) dry white wine
- Salt and pepper to taste
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
- 1 head of cauliflower, broken into florets
- 1 cup (120g) all-purpose flour
- 1/2 cup (120 ml) buttermilk
- Vegetable oil for frying
- 1/4 cup (60 ml) lemon juice
- 1/4 cup (60 ml) heavy cream
- 1 tsp (5g) Dijon mustard
- 1 tsp (5g) chopped fresh thyme
- Salt and pepper to taste
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
- 1/4 cup (15g) microgreens (such as pea shoots or purslane)
- 1/4 cup (15g) edible flowers (such as violas or pansies)
- 1 tsp (5g) extra-virgin olive oil
- 1 tsp (5g) white wine vinegar
- Salt and pepper to taste
Toss microgreens and edible flowers with olive oil and vinegar. Season with salt and pepper.
Assembly and Plating:
- Pipe saffron-infused cauliflower mousse onto a chilled plate in a curved line, resembling a hillside.
- Spoon smoked eel tartare alongside the mousse.
- Create a small mound of wild rice and mushroom duxelles nearby.
- Arrange crispy fried cauliflower petals on top of the duxelles.
- Drizzle lemon-thyme emulsion over the cauliflower petals.
- Garnish with microgreens and edible flower salad.
Tips and Variations:
- For a pop of color, add a few drops of beet juice to the saffron-infused cauliflower mousse.
- Substitute the smoked eel with seared scallops or foie gras for a different protein option.
- Use different types of microgreens or edible flowers to change the flavor and visual profile of the dish.
Advanced Culinary Techniques:
- Saffron infusion and foamification (Component 1)
- Smoking and tartare preparation (Component 2)
- Duxelles preparation and thickening (Component 3)
- Emulsion-making (Component 4)
- Edible flower and microgreen handling
Michelin-Starred Tips:
- Balance flavors and textures across the dish to create harmony and contrast.
- Pay attention to temperature and texture contrasts, such as the warm duxelles and crispy cauliflower petals.
- Use high-quality, seasonal ingredients to ensure optimal flavor and freshness.
- Garnish with fresh herbs and edible flowers to add visual appeal and fragrance.
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.
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