Claude Opus 4.1 vs Mistral Large 2
Compare Claude Opus 4.1 by Anthropic against Mistral Large 2 by Mistral AI, context windows of 200K vs 128K, tested across 13 shared challenges. Updated February 2026.
Compare Claude Opus 4.1 by Anthropic against Mistral Large 2 by Mistral AI, context windows of 200K vs 128K, tested across 13 shared challenges. Updated February 2026.
13 challenges
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
Recreate an interactive, classic Mario level in a single HTML file.
Generate a unique and simple recipe with common ingredients.
A silky, umami-rich pasta that comes together like magic
Cook the pasta according to package directions until al dente. Reserve 1 cup of pasta water before draining.
While pasta cooks, mince the garlic finely.
In a large skillet, melt butter over medium heat. Add minced garlic and red pepper flakes, sautéing for 1 minute until fragrant (don't let it brown!).
Create the sauce by adding soy sauce and honey to the skillet, stirring to combine. Let it bubble for 30 seconds.
Toss everything by adding the drained pasta to the skillet with ½ cup pasta water. Toss vigorously for 2 minutes, adding more pasta water if needed to create a glossy sauce that coats the noodles.
Finish with freshly cracked black pepper and serve immediately.
⏱ Time: 5 minutes prep | 15 minutes cooking | 20 minutes total
Chef's tip: The starchy pasta water is the secret—it helps create a creamy, restaurant-quality sauce that clings to every strand!
Here’s a simple, delicious, and creative savory dish using just 7 common pantry ingredients—no fresh produce required!
A warm, spiced, and satisfying one-pan dish with crispy chickpeas, tangy tomatoes, and a hint of smoky sweetness. Perfect as a side, snack, or light meal!
(Optional garnish: dried parsley or red pepper flakes if you have them!)
Crisp the chickpeas:
Simmer the tomatoes:
Combine & serve:
Serve warm!
Variations (if you have extras):
Create a starter plan for improving long-term health.
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.
Designed for a high-performance biohacker seeking to maximize lifespan, cognitive function, physical performance, and metabolic resilience.
This plan integrates cutting-edge longevity science, advanced supplementation, precision nutrition, personalized fitness, stress resilience training, and real-time biometric tracking to create a data-driven, adaptive protocol for peak biological optimization.
Goal: Establish baselines, optimize metabolic flexibility, and prime the body for deeper interventions.
1. Comprehensive Blood & Biomarker Panel (Before & After 3 Months)
2. Wearable & Continuous Tracking Setup
3. Cognitive & Physical Baseline Testing
Goal: Enhance metabolic flexibility, mitochondrial efficiency, and autophagy while avoiding nutrient deficiencies.
| Day | Protocol | Macros (Approx.) | Key Notes |
|---|---|---|---|
| Mon | Ketogenic (Keto) | 70% fat, 20% protein, 5% net carbs | High-fat, moderate protein, very low carb |
| Tue | Keto + Time-Restricted Eating (TRE) | 16:8 (eat 12-8 PM) | Autophagy activation |
| Wed | Targeted Keto (TKD) | 60% fat, 25% protein, 10% net carbs | Carbs around workout (30-50g dextrose) |
| Thu | Keto + 24h Fast | 0 calories (water, electrolytes, black coffee) | Deep autophagy, stem cell activation |
| Fri | Cyclical Keto (CKD) | 50% fat, 30% protein, 20% net carbs | Refeed to replenish glycogen |
| Sat | Keto + Protein Cycling | 65% fat, 30% protein, 5% net carbs | Lower protein to enhance ketosis |
| Sun | Flexible Keto (FKD) | 60% fat, 25% protein, 10% net carbs | Adjust based on CGM data |
Dosages are personalized—adjust based on bloodwork and wearable data.
| Supplement | Dosage | Timing | Purpose |
|---|---|---|---|
| NMN (Nicotinamide Mononucleotide) | 500-1000mg | AM | NAD+ booster, sirtuin activation |
| Trans-Resveratrol | 250-500mg | AM | SIRT1 activator, anti-inflammatory |
| Fisetin | 500mg | 2x/week (fasting day) | Senolytic (clears zombie cells) |
| Quercetin + Dasatinib (Senolytic Combo) | 500mg Quercetin + 50mg Dasatinib | 1x/month (fasting day) | Deep senolytic effect |
| Magnesium L-Threonate | 2000mg | PM | Cognitive function, synaptic plasticity |
| Omega-3 (EPA/DHA) | 2-3g (1:1 ratio) | With meals | Anti-inflammatory, brain health |
| Vitamin D3 + K2 (MK-7) | 5000-10,000 IU D3 + 200mcg K2 | AM | Bone, immune, cardiovascular health |
| Zinc + Copper | 30mg Zinc + 2mg Copper | PM | Immune, testosterone, redox balance |
| Berberine | 500mg | 3x/day (with meals) | Glucose control, AMPK activation |
| Metformin (if insulin resistant) | 500-1000mg | PM | Longevity, glucose regulation |
| Rapamycin (Sirolimus) (Optional) | 5-10mg | 1x/week (fasting day) | mTOR inhibition, autophagy |
| Collagen Peptides | 10-20g | AM/PM | Skin, joints, gut health |
| Creatine Monohydrate | 5g | Post-workout | Cognitive & physical performance |
| Lion’s Mane + Bacopa Monnieri | 1g + 300mg | AM | Neurogenesis, memory |
| Apigenin | 50mg | PM | Senolytic, anti-inflammatory |
Goal: Maximize muscle retention, mitochondrial density, and cardiovascular health while minimizing injury risk.
| Day | Workout Type | Details | Intensity |
|---|---|---|---|
| Mon | Strength (Upper Body) | 5x5 Heavy Compounds (Bench, OHP, Rows) + Accessories | 75-85% 1RM |
| Tue | HIIT + Sprints | 10x 30s sprint / 90s walk (or bike) | 90%+ max HR |
| Wed | Active Recovery | Yoga, mobility, walking (10K steps) | Low intensity |
| Thu | Strength (Lower Body) | 5x5 Heavy Squats, Deadlifts, Bulgarian Split Squats | 75-85% 1RM |
| Fri | VO2 Max Training | 4x4 min @ 90-95% max HR (2 min rest) | High intensity |
| Sat | Zone 2 Cardio | 60-90 min cycling/walking (60-70% max HR) | Low intensity |
| Sun | Rest or Mobility | Sauna, cold plunge, stretching | Recovery |
Goal: Enhance neuroplasticity, memory, focus, and resilience to neurodegeneration.
| Day | Intervention | Details |
|---|---|---|
| Mon | Dual N-Back Training | 20 min (Brain Workshop / Dual N-Back Pro) |
| Tue | Transcranial PEMF (tPEMF) | 20 min (via NeoRhythm or iTENS) |
| Wed | Neurofeedback (Muse S) | 15 min alpha/theta training |
| Thu | Cold Exposure + Breathwork | 3 min cold shower + 10 min Wim Hof |
| Fri | Non-Sleep Deep Rest (NSDR) | 20 min Yoga Nidra (via Insight Timer) |
| Sat | Psychedelic Microdosing (Optional) | 10-20mcg LSD or 0.1-0.2g psilocybin |
| Sun | Digital Detox | No screens 1 hour before bed, journaling |
Goal: Lower chronic stress, improve HRV, and enhance parasympathetic tone.
| Time | Intervention | Details |
|---|---|---|
| AM | Morning Sunlight | 10-15 min sunlight (no glasses) |
| AM | Cold Plunge | 2-3 min at 50°F (10°C) |
| PM | Sauna (Infrared or Dry) | 20-30 min at 160-180°F (70-80°C) |
| PM | HRV Biofeedback | 10 min (via Elite HRV or HeartMath) |
| PM | Red Light Therapy | 10-15 min (660nm/850nm) |
| Night | Sleep Optimization | 7-9h, 65°F (18°C), blackout curtains, no EMFs |
Goal: Refine protocols based on biometric feedback, deepen autophagy, and enhance performance.
Goal: Lock in gains, optimize biomarkers, and transition to a sustainable long-term protocol.
✅ Metabolic Health:
✅ Longevity Biomarkers:
✅ Physical Performance:
✅ Cognitive Function:
✅ Stress & Recovery:
This plan is aggressive but sustainable—designed for a highly motivated biohacker who wants to push the limits of human performance and lifespan extension.
Ready to begin? 🚀 Let’s optimize.
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.
Michelin 3-Star Dish: "Ocean’s Whisper & Forest’s Breath"
Conceptual Narrative: This dish is a poetic dialogue between two seemingly disparate ecosystems—the ocean’s depths and the forest floor—united through texture, temperature, and memory. The "Ocean’s Whisper" represents the briny, umami-rich essence of the sea, embodied in a smoked eel and kelp consommé with fermented sea urchin custard, while the "Forest’s Breath" evokes the earthy, aromatic soul of the woods through charred wild mushroom tea, black garlic soil, and pine-infused honeycomb. The dish is a meditation on transience: the eel’s journey from river to sea mirrors the fleeting nature of flavor, while the mushrooms’ mycelial network symbolizes hidden connections beneath the surface.
The plating is a living diorama—a miniature landscape where edible "rocks" (compressed rye bread) cradle "tide pools" of consommé, and "moss" (microgreens and edible flowers) sprouts from a "forest floor" of black garlic soil. The diner is invited to interact with the dish, using a smoked cedar spoon to stir the consommé and release its aroma, or breaking the honeycomb to drizzle its nectar like morning dew.
Unusual Pairing: Cold-smoked eel + fermented sea urchin (uni) + dulse seaweed Techniques: Cold smoking, sous-vide fermentation, consommé clarification, spherification (reverse)
For the Consommé:
For the Fermented Sea Urchin Custard:
Garnish:
Cold-Smoke the Eel:
Ferment the Sea Urchin:
Clarify the Consommé:
Assembly:
Unusual Pairing: Charred matsutake mushrooms + black garlic + pine resin honey Techniques: Dehydration, freeze-drying, fat-washing, honeycomb crystallization
For the Mushroom Tea:
For the Black Garlic Soil:
For the Pine Honeycomb:
Char the Mushrooms:
Infuse the Tea:
Make the Black Garlic Soil:
Crystallize the Pine Honeycomb:
Assembly:
Techniques: Compression, dehydration, aroma diffusion
Shape the "Rocks":
Prepare the Spoon:
Aroma Diffusion:
First Bite (Ocean’s Whisper):
Second Act (Forest’s Breath):
Finale (Landscape Interaction):
| Ingredient | Source | Substitute (if unavailable) |
|---|---|---|
| Matsutake mushrooms | Foraged & Found Edibles (US) | Porcini or king oyster mushrooms |
| Fermented sea urchin | Catalina Offshore Products (US) | Fresh uni + 24-hour miso fermentation |
| Black garlic | Amazon or Korean markets | Slow-cooked garlic (60°C for 40 days) |
| Pine resin honey | MeliBio (US) or Greek specialty shops | Regular honey + 1% pine essential oil |
| Dulse seaweed | Maine Coast Sea Vegetables | Nori or wakame |
| Smoked cedar plank | Smoking Wood | Applewood + cedar oil |
Unusual Pairings with Purpose:
Advanced Techniques:
Plating as Art:
Narrative Depth:
Precision & Rarity:
This dish is not just food—it’s a fleeting ecosystem on a plate, where each bite reveals another layer of the ocean’s whisper or the forest’s breath. It challenges the diner to slow down, observe, and savor the invisible threads that connect us to nature.
Would you like a wine pairing suggestion to complete the experience? (Hint: A smoked German Riesling or aged Jura Vin Jaune would be transcendent.)
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.
Trace technological, economic, and geopolitical implications of an alternate historical timeline.
Navigate a complex pharmaceutical CEO ethical dilemma with legal, financial, and safety considerations.