Compare Claude Opus 4.1 by Anthropic against Inception: Mercury by Inception, in 3 community votes, claude opus 4.1 wins 67% of head-to-head duels, context windows of 200K vs 32K, tested across 19 shared challenges. Updated February 2026.
In 3 community votes, Claude Opus 4.1 wins 67% of head-to-head duels. Claude Opus 4.1 leads in Image Generation. Based on blind community voting from the RIVAL open dataset of 3+ human preference judgments for this pair.
19 challenges
Tests an AI's randomness and creativity
Here are 5 jokes:
Why don't scientists trust atoms? Because they make up everything!
What do you call a bear with no teeth? A gummy bear!
Why did the scarecrow win an award? He was outstanding in his field!
What do you call a fake noodle? An impasta!
Why don't eggs tell jokes? They'd crack each other up!
All 5 jokes are unique - each one has a different setup and punchline with no repeats.
Here are five jokes for you:
Why don't skeletons fight each other? Because they don't have the guts.
I told my wife she was drawing her eyebrows too high. She looked surprised.
Why did the scarecrow win an award? Because he was outstanding in his field.
What do you call a fake noodle? An impasta.
Why don't we ever tell secrets on a farm? Because the potatoes have eyes, the corn has ears, and the beans stalk.
All five jokes are unique in their setup and punchline.
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
Tests an AI's ability to simulate personalities and predict future trends
Recreate an interactive, classic Mario level in a single HTML file.
Generate SVG art of a randomly chosen animal in a setting of its choosing.
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!
Create a starter plan for improving long-term health.
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.
3‑Month Longevity & Performance Blueprint
(Designed for an experienced biohacker who already has a baseline of health, fitness, and access to advanced tools. This is a general framework; always verify with a qualified health professional before making major changes.)
| Goal | Target (Month 3) | Key Metrics |
|---|---|---|
| Physical Performance | ↑ 10 % VO₂max, ↑ 15 % 1‑RM in major lifts | Strength lift logs, VO₂max (or HR‑based estimate), body composition |
| Cognitive Function | ↑ 8 % on standardized memory/attention tests | Digit‑span, Stroop, Trail‑making |
| Longevity Biomarkers | ↓ Inflammatory markers, ↑ NAD⁺/NADH ratio | hs‑CRP, IL‑6, NAD⁺/NADH (if available) |
| Sleep & Recovery | 7‑8 h total, 80 % deep sleep | Oura/Apple Watch sleep stages |
| Stress Resilience | HRV (RMSSD) ≥ 50 ms in 24 h average | HRV, perceived stress scale |
| Metabolic Health | Fasting glucose ≤ 90 mg/dL, HbA1c ≤ 5.5 % | Blood glucose, HbA1c |
| Device | Primary Data | Why It Matters |
|---|---|---|
| Oura Ring | HRV, sleep stages, body temperature, activity | Night‑time HRV & sleep quality |
| Apple Watch Series 9 / Whoop Strap | HR, HRV, VO₂max estimate, movement | Real‑time training load & recovery |
| NordicTrack or Peloton (or any high‑quality treadmill) | Power output, heart rate | Precise HIIT & strength training |
| Muse 2 Headband | EEG, heart rate, breathing | Neurofeedback & meditation coaching |
| Fitbit Sense | SpO₂, skin temperature, stress score | Additional stress & sleep metrics |
| Blood Glucose Meter (Freestyle Libre) | Capillary glucose | Fasting & post‑meal monitoring |
| Smart Scale (With body composition) | Lean mass, fat %, BMR | Tracking body composition changes |
Set up a simple dashboard (e.g., Notion or Google Sheets) to pull data weekly via API integrations. Keep a “Daily Log” for supplements, meals, sleep, and training.
| Supplement | Dose (Daily) | Timing | Cycling | Rationale |
|---|---|---|---|---|
| Nicotinamide Mononucleotide (NMN) | 250 mg (split 125 mg AM/PM) | With meals | 6 weeks on / 2 weeks off | Boosts NAD⁺, supports mitochondrial health |
| Pyrroloquinoline Quinone (PQQ) | 10 mg | AM | 6 weeks on / 2 weeks off | Enhances biogenesis, antioxidant |
| Coenzyme Q10 (Ubiquinol) | 150 mg | PM | 6 weeks on / 2 weeks off | Supports electron transport chain |
| Resveratrol | 150 mg | AM | 4 weeks on / 1 week off | Activates SIRT1, anti‑inflammatory |
| Curcumin (with piperine) | 500 mg curcumin + 5 mg piperine | AM | 4 weeks on / 1 week off | Anti‑oxidant, reduces IL‑6 |
| Berberine | 500 mg | AM | 4 weeks on / 1 week off | Improves insulin sensitivity |
| Alpha‑Lipoic Acid (ALA) | 300 mg | AM | 4 weeks on / 1 week off | Regenerates other antioxidants |
| Vitamin D₃ | 5 000 IU | PM | Daily | Supports immune & bone health |
| Magnesium Threonate | 400 mg | PM | Daily | Enhances sleep & neuronal function |
| Omega‑3 (EPA/DHA 2:1) | 2 g total | PM | Daily | Anti‑inflammatory, brain health |
| Zinc (Picolinate) | 30 mg | PM | Daily | Immune support, enzyme function |
| Nicotinamide (Vitamin B3) | 500 mg | AM | Daily | Supports NAD⁺ synthesis |
| Quercetin | 500 mg | AM | 4 weeks on / 1 week off | Antioxidant, stabilizes mast cells |
| Ashwagandha (root extract) | 600 mg | PM | 6 weeks on / 2 weeks off | Adaptogen, reduces cortisol |
| Rhodiola Rosea | 200 mg | AM | 4 weeks on / 1 week off | Enhances endurance & cognition |
| N‑Acetylcysteine (NAC) | 600 mg | PM | 4 weeks on / 1 week off | Glutathione precursor |
Cycling Tips
| Macro | % of Total Calories | Example (2 200 kcal) |
|---|---|---|
| Protein | 25 % (≈ 138 g) | Chicken, fish, tofu, whey isolate |
| Fat | 55 % (≈ 134 g) | Avocado, coconut oil, MCT oil, nuts |
| Carbs | 20 % (≈ 110 g) | Low‑glycemic veggies, berries (if keto‑flexible) |
| Variation | When to Use | Key Features |
|---|---|---|
| Standard Keto | 3‑4 days/week | < 20 g net carbs/day |
| Targeted Keto (TK) | 2 days/week (post‑workout) | 30‑50 g carbs 30 min after HIIT |
| Cyclical Keto (CK) | 1 day/week (re‑feed) | 100‑150 g carbs, focus on legumes & starchy veg |
| Regimen | Schedule | Notes |
|---|---|---|
| 16:8 | Fast 16 h (e.g., 8 pm‑12 pm) | Easy to maintain, best for insulin sensitivity |
| 24‑h Fast | 2×/week (e.g., Monday & Thursday) | Can be done from dinner to dinner; stay hydrated |
| 5:2 | 2×/week low‑calorie (600 kcal) | Alternative to full 24‑h fast |
| Meal | Time | Foods | Calories |
|---|---|---|---|
| Breakfast (Lunch) | 12 pm | 2 eggs scrambled in butter, ½ avocado, 1 cup spinach sautéed in coconut oil | 600 |
| Snack | 3 pm | 30 g mixed nuts + 1 oz cheese | 250 |
| Dinner | 6 pm | 8 oz salmon, 2 cups broccoli roasted in olive oil, 1 tbsp butter | 700 |
| Post‑Workout (if TK) | 7 pm | 1 cup cooked quinoa + 1 tbsp almond butter | 300 |
| Total | 2 200 |
Adjust portions to hit your caloric target. Keep a log of net carbs (total carbs – fiber) to stay within 20 g on keto days.
| Day | Focus | Session | Duration | Notes |
|---|---|---|---|---|
| Mon | Strength (Upper) | 3 sets × 6‑8 reps (bench press, rows) | 60 min | Progressive overload |
| Tue | HIIT + Mobility | 20 min Tabata (30 s sprint / 10 s walk) + 15 min mobility flow | 35 min | HRV check pre‑post |
| Wed | Strength (Lower) | 3 sets × 6‑8 reps (squat, deadlift) | 60 min | Use a 1‑RM test every 4 weeks |
| Thu | Active Recovery | Light swim or yoga | 45 min | Focus on breathing |
| Fri | Strength (Full‑Body) | Compound circuit (clean & press, pull‑ups) | 45 min | Keep RPE ≤ 7 |
| Sat | HIIT + Sprint Ladder | 30 min (incl. hill sprints) | 30 min | Post‑workout NMN + PQQ |
| Sun | Rest | No structured activity | — | Sleep hygiene & journaling |
| Interval | Effort | Rest |
|---|---|---|
| 30 s | 90 % max HR (or 8‑10 on RPE) | 10 s walk |
| Repeat 8× | 4 min cool‑down | 5 min dynamic stretch |
Use a treadmill or stationary bike for precise HR monitoring.
| Technique | Frequency | Tool | How It Works |
|---|---|---|---|
| HRV‑Based Breathing | Daily (5 min) | Apple Watch or Elite HRV app | 4‑7‑8 breathing pattern to increase parasympathetic tone |
| Meditation (Mindfulness) | 10 min before bed | Insight Timer or Headspace | Improves focus, reduces cortisol |
| Neurofeedback (DIY) | 2×/week | Muse 2 Headband (guided sessions) | Trains alpha‑wave activity, reduces mind‑wandering |
| Progressive Muscle Relaxation | Evening (5 min) | Guided audio | Lowers sympathetic activity |
| Journaling (Gratitude + Stress Log) | Daily | Notion template | Enhances emotional regulation |
| Blue‑Light Blocking | Evening | Night‑mode on devices + blue‑light glasses | Improves melatonin production |
HRV Check‑In
| Area | Action | Benefit |
|---|---|---|
| Light Exposure | 30 min bright light (≥ 10 000 lux) in the morning; dim lights after 7 pm | Aligns circadian rhythm |
| Temperature | Keep bedroom 60‑65 °F (15‑18 °C) | Enhances deep sleep |
| Air Quality | HEPA filter, 1×/week deep clean | Reduces oxidative stress |
| Social Interaction | 2 hrs/week meaningful conversation | Improves mental health |
| Digital Detox | No screens 1 h before bed | Better sleep quality |
Monthly Milestone (End of Month 3)
| ✅ | Item |
|---|---|
| 1 | Set up Oura, Apple Watch, Muse 2, and Notion dashboard. |
| 2 | Order supplements (NMN, PQQ, CoQ10, Resveratrol, Curcumin, etc.). |
| 3 | Create a 7‑day meal plan with macros and grocery list. |
| 4 | Schedule first strength session (Upper) and HIIT session. |
| 5 | Begin 16:8 fasting (fast 8 pm‑12 pm). |
| 6 | Install Elite HRV app for daily HRV tracking. |
| 7 | Plan a 5‑minute breathing routine for morning and evening. |
This plan is a high‑intensity, data‑driven roadmap. Listen to your body—if you experience persistent fatigue, joint pain, or any adverse symptoms, pause the protocol and consult a qualified professional. Keep a journal of subjective experiences; the qualitative data is just as valuable as the quantitative metrics. Good luck, and enjoy the journey toward optimal longevity and performance!
Write a pro-level buy-side investment memo with valuation and diligence questions.
Build a simplified LBO with returns and sensitivities.
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 Title: Eclipse of the Ocean & Forest
Concept: A multi‑component, molecular‑gastronomy inspired plate that juxtaposes the briny depth of the sea with the earthy richness of the forest. The dish plays on the visual contrast of a dark, reflective glass sphere (the “eclipse”) that holds a sea‑bass fillet, surrounded by truffle‑infused soy gel, charred seaweed caviar, beetroot foam, and a delicate crown of microgreens and edible gold leaf. The combination of unusual pairings—sea bass with truffle soy, seaweed caviar with beetroot foam—creates a sensory experience that is both familiar and startling, embodying the Michelin 3‑star ethos of innovation, precision, and storytelling.
| Component | Ingredient | Quantity (per serving) | Sourcing Notes |
|---|---|---|---|
| Sea Bass Fillet | Fresh Atlantic sea bass (wild‑caught, certified MSC) | 180 g | Purchase from a reputable fishmonger that sources from the North Atlantic; keep on ice until cooking. |
| Citrus Beurre Blanc | Unsalted butter, white wine, lemon zest, shallots, salt | 30 g | Use organic lemons and locally sourced butter. |
| Truffle‑Infused Soy Gel | White soy sauce, agar‑agar, black truffle (sliced), sugar, water | 60 ml | Buy truffles from a certified truffle farm in Piedmont, Italy; use a high‑purity soy sauce from Japan. |
| Charred Seaweed Caviar | Nori sheets, sea salt, sugar, water, agar‑agar, soy sauce | 15 g | Source nori from a Japanese farm that practices sustainable harvesting. |
| Beetroot Foam | Fresh beetroot, cream, gelatin, lemon juice, salt | 40 ml | Use organic beetroot from a local farm; gelatin from a reputable supplier. |
| Microgreens & Edible Gold Leaf | Mixed microgreens (radish, basil, cilantro), 24‑k gold leaf | 5 g | Grow microgreens in a hydroponic system; gold leaf from a culinary‑grade supplier. |
| Edible Glass Sphere | Clear tempered glass (diameter 6 cm) | 1 | Purchase from a specialty glassmaker; ensure it is food‑grade and heat‑tolerant. |
| Seasoning & Garnish | Sea salt crystals, black pepper, micro‑citrus zest | – | Use sea salt from the Dutch coast; black pepper from a single origin. |
Preparation
Sous‑Vide
Finishing
Reduction
Emulsification
Strain
Melt Agar‑agar
Infuse Truffle
Set
Slice
Prepare Seaweed
Spherification
Drop into Calcium Bath
Rinse & Store
Cook Beetroot
Gelatin
Foam
Prep Microgreens
Gold Leaf
| Step | Action |
|---|---|
| 1. Base | Place a chilled edible glass sphere (6 cm diameter) on the center of a white porcelain plate. |
| 2. Gel Slice | Position a truffle‑infused soy gel slice on top of the sphere, centered. |
| 3. Sea Bass | Lay the seared sea bass fillet gently on the gel slice, fillet side up. |
| 4. Beurre Blanc | Drizzle a thin ribbon of citrus beurre blanc around the fillet, allowing it to pool slightly. |
| 5. Seaweed Caviar | Scatter 5–6 charred seaweed pearls over the fillet, letting them sit like tiny jewels. |
| 6. Beetroot Foam | Use a squeeze bottle to create a delicate halo of beetroot foam around the base of the sphere. |
| 7. Microgreens | Arrange microgreens in a spiral pattern around the plate, leaving a clear space above the sphere. |
| 8. Gold Leaf | Place a small piece of edible gold leaf on top of the gel slice, as a visual “sun” behind the sphere. |
| 9. Final Touches | Lightly dust the plate with sea salt crystals and a pinch of black pepper. Add a wedge of micro‑citrus on the side for garnish. |
Visual Effect: The dark glass sphere reflects the surrounding light, creating a mirroring “eclipse” effect. The contrasting colors—deep sea bass, earthy beetroot foam, glossy gold leaf, and bright microgreens—provide a dynamic visual narrative that invites the diner to explore each component before tasting.
| Pairing | Rationale |
|---|---|
| Wine | A chilled Chablis (white Burgundy) with bright acidity and subtle minerality complements the citrus beurre blanc and balances the richness of the truffle gel. |
| Alternative | A Sauvignon Blanc from New Zealand offers herbaceous notes that echo the seaweed caviar. |
| Non‑Alcoholic | A sparkling water infused with citrus zest and a hint of sea salt mirrors the dish’s briny and bright elements. |
Enjoy the culinary journey that Eclipse of the Ocean & Forest offers—an unforgettable fusion of technique, flavor, and storytelling that meets the exacting standards of a Michelin 3‑star experience.
