Compare Z.AI: GLM 4 32B by Zhipu AI against Llama 4 Maverick by Meta AI, context windows of 128K vs 1.0M, tested across 16 shared challenges. Updated February 2026.
16 challenges
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
Tests an AI's ability to generate a complete, working landing page
Recreate an interactive, classic Mario level in a single HTML file.
Generate a unique and simple recipe with common ingredients.
Create a starter plan for improving long-term health.
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.
Okay, here is a comprehensive 3-month longevity optimization plan designed for a biohacker. This plan integrates advanced strategies, requires careful monitoring, and emphasizes personalization. Crucially, this is a theoretical plan. Implementing it requires consultation with qualified healthcare professionals (doctor, registered dietitian, certified trainers) and rigorous self-monitoring. Individual responses vary significantly.
Plan Philosophy: The goal is to synergistically optimize biological systems – mitochondria, epigenetics, neurogenesis, hormonal balance, cellular repair, metabolic flexibility, and stress resilience – through integrated lifestyle, nutrition, supplementation, and technology.
Disclaimer: This plan is for informational and educational purposes only. It is not medical advice. Consult your physician or qualified healthcare provider before making any significant changes to your diet, exercise, or supplement regimen, especially if you have pre-existing health conditions or take medications. The supplement dosages provided are general guidelines and should be adjusted based on individual needs, tolerance, and professional advice. Some listed supplements may interact with medications or have contraindications. Cycling is crucial for some supplements to avoid tolerance, nutrient depletion, or potential side effects.
Phase 1: Foundation & Baseline (Month 1)
Goal: Establish a solid foundation, gather baseline data, implement consistent core practices, and introduce foundational supplements and dietary adjustments.
1. Advanced Wearable Tracking Setup & Baseline: * Devices: Use a high-fidelity HRV tracker (e.g., Oura Ring Gen3, WHOOP Strap 4.0, Empatica Embrace+) and a continuous glucose monitor (CGM, e.g., Dexcom G6/G7, FreeStyle Libre 3). Consider EEG biofeedback device (e.g., Brainbit, Neuroptimal - if accessible) for later phases. * Metrics: Track daily: HRV (morning/night), resting heart rate, sleep stages (duration & quality), body temperature, respiratory rate. Track continuously: glucose levels (patterns, spikes, dips, AUC). Track weekly: body composition (DEXA scan if possible, or reliable scale/biometrics). * Baseline: Collect at least 7-14 days of consistent data before making major changes to establish your personal norms. Note how you feel, energy levels, mood, cognitive clarity daily.
2. Personalized Exercise Routine (Establish Consistency): * Strength Training (2x/Week): Full-body focus. Focus on compound movements (squats, deadlifts, bench press, rows, overhead press). Aim for 3-4 sets of 6-10 reps, emphasizing progressive overload (increase weight/reps/sets over time). Prioritize form. Example split: Monday/Thursday. * Metabolic Conditioning/HIIT (1x/Week): Keep it short and intense (10-20 mins). Examples: Tabata intervals (20s work, 10s rest), EMOM (Every Minute On the Minute) with complex movements, sprints (if applicable). Include 1-2 days of active recovery (light walk, mobility work). Example: Tuesday. * Recovery: Implement immediately. 15-20 mins post-workout cool-down. Focus on mobility and stretching. Schedule dedicated recovery days (e.g., Wednesday, Friday, Weekend). * Personalization: Adjust intensity/duration based on HRV and perceived exertion. Rule of thumb: If HRV is significantly lower than baseline (>10%), take an extra recovery day.
3. Dietary Protocol Initiation (Transition & Flexibility): * Goal: Transition towards a highly metabolic-flexible state, preparing for potential fasting/ketogenic phases. Focus on whole foods, nutrient density, and stable blood sugar. * Protocol: Start with a Nutrient-Dense Anti-Inflammatory Diet. * Emphasize: Lean proteins (chicken, fish, turkey, legumes, tofu), healthy fats (avocado, nuts, seeds, olive oil, fatty fish), plenty of colorful vegetables (focus on non-starchy), some low-sugar fruits. * Minimize/Exclude: Refined sugars, processed foods, excessive grains/starches, inflammatory oils (vegetable, canola). Note: This isn't strict keto yet, but reduces carb load. * Hydration: Aim for 3-4 liters of water daily. Consider adding electrolytes (sodium, potassium, magnesium). * Timing: Start experimenting with consistent meal times. Aim for ~12-hour overnight fasting window (e.g., eat between 12 PM - 8 PM). * CGM Use: Wear CGM continuously. Observe how different foods impact your glucose levels. Use this data to make informed choices (e.g., identify high-spike foods, understand satiety).
4. Foundational Supplement Stack (Begin & Cycle): * Daily (Cycle every 3-6 months or as advised): * Multivitamin/Mineral: High-quality, bioavailable formula (e.g., Thorne Research Basic Nutrients II or III, Designs for Health CFID). Follow label dosage. * Omega-3 (Fish Oil): ~1-2 grams combined EPA/DHA. (e.g., 1-2 capsules of a high-purity, third-party tested brand). * Vitamin D3/K2: ~2000-5000 IU D3 + ~100-200 mcg MK-7 K2. Crucial for calcium metabolism and bone health. Monitor blood levels if possible. * Magnesium (Threonate or Glycinate): 200-400 mg. Threonate may be better for cognitive benefits, Glycinate for relaxation/muscle function. Split dosage (e.g., morning/evening). * Introduce Slowly (Add one new supplement per week to assess tolerance): * NAD+ Precursor (Start Low): Nicotinamide Riboside (NR) or Nicotinamide Mononucleotide (NMN). Start with 250mg daily for a week, then increase to 500mg if tolerated. Cycle: e.g., 6 months on, 1-2 months off. (Consult doctor due to potential L-carnitine depletion). * Resveratrol: 100-250 mg daily. Potential autophagy and sirtuin activator. Consider cycling (e.g., 5 days on, 2 days off, or 3 months on, 1 month off).
5. Stress Resilience Techniques (Introduce Basics): * HRV Biofeedback: Use your HRV tracking device's app or a dedicated biofeedback app (e.g., HeartMath InnerBalance, Bioforce). Practice 5-10 minutes daily. Focus on breathing exercises guided by the device to increase HRV. * Mindfulness/Meditation: Integrate short sessions (5-10 mins) daily. Apps like Calm, Headspace, or Insight Timer can guide you. * Sleep Hygiene: Prioritize 7-9 hours. Strict sleep schedule (same bed/wake time), cool dark quiet room, no screens 1 hour before bed, wind-down routine.
Phase 2: Optimization & Advanced Protocols (Month 2)
Goal: Introduce more advanced dietary strategies (ketogenic, fasting), ramp up supplementation, incorporate advanced exercise techniques, and deepen stress resilience practices based on baseline data.
1. Advanced Wearable Tracking & Data Analysis: * Continue daily HRV and CGM tracking. * Analysis: Start looking for correlations between metrics, diet, exercise, and sleep. Are HIIT sessions impacting HRV negatively for too long? Does a specific food consistently spike glucose? Are certain supplements correlating with better sleep/energy? * Integration: Use software (e.g., WHOOP Labs, Oura App analysis features) to get more insights. Share data (anonymized if needed) with your health team.
2. Personalized Exercise Routine (Intensity & Variation): * Strength Training (2x/Week): Maintain progressive overload. Introduce variations like different rep ranges (e.g., 8-12 for hypertrophy) or advanced techniques (e.g., drop sets, supersets) sparingly. Focus on weaknesses identified in Phase 1. * HIIT (1x/Week): Increase intensity or complexity. Consider incorporating eccentric-focused training or different modalities (e.g., kettlebells, battle ropes). Keep duration controlled (15-25 mins total). * Ketogenic Adaptation Training (1x/Week): If progressing towards keto, perform one moderate-intensity steady-state cardio session (e.g., 30-45 mins cycling, walking) to improve fat oxidation. * Recovery: Enhance recovery protocols. Consider: * Foam rolling/self-myofascial release (10-15 mins post-workout or separate session). * Contrast water therapy (alternating hot/cold showers) post-HIIT. * Cryotherapy (if accessible) or cold plunge/ice bath (post-HIIT or heavy training days). * Consider adding L-Carnitine L-Tartrate (500-1000mg) post-exercise if using NAD+ precursors long-term.
3. Dietary Protocol Progression (Keto & Fasting): * Option A: Strict Ketogenic Diet: * Macros (Example): <5% carbs, 70-75% fat, 20-25% protein. Focus on healthy fats (avocado, nuts, seeds, olive oil, MCT oil, coconut oil, fatty fish) and non-starchy vegetables. * MCT Oil: Introduce 1-2 tablespoons per day, mixed into coffee or a shake, to support ketone production and cognitive function. Start low to avoid digestive upset. * Electrolytes: Increase intake, especially sodium ( Himalayan pink salt, broth), potassium (leafy greens, avocados, supplements), and magnesium. Use an electrolyte supplement during initial adaptation. * CGM Use: Monitor for keto-adaptation (glucose lower, less variable; ketones may rise if testing). Watch for hypoglycemia if calories are too low. * Option B: Time-Restricted Feeding (TRF) & Intermittent Fasting (IF): * Extend Window: Progress from 12-hour to 14-16 hour fasting window (e.g., eat between 1 PM - 9 PM or 12 PM - 8 PM). * Intermittent Fast (e.g., 5:2 or OMAD): Consider incorporating 1-2 days per week of reduced calorie intake (5:2 - 500-600 kcal on fast days) or explore a One Meal A Day (OMAD) approach on select days, ensuring that meal is nutrient-dense. OMAD requires careful planning and may not be suitable for everyone. * Extended Fasting (Optional, Discuss with Doctor): Consider a 3-5 day water fast (under medical supervision if possible, especially for the first time). This is a potent autophagy trigger but carries risks. * Hydration & Electrolytes: Crucial during fasting. Sip water/electrolyte drinks throughout the fast.
4. Advanced Supplement Stack (Refine & Introduce): * Continue Foundational Stack (Cycle as planned). * Add (Based on Needs/Data/Consultation): * Pterostilbene: 50-100 mg daily. Often paired with resveratrol for better bioavailability and synergistic effects on sirtuins. Consider cycling. * Berberine: 500 mg 2-3 times daily (with meals containing carbs). Potent glucose regulator, may support mitochondrial function. Can interact with medications, consult doctor. Cycle (e.g., use during IF days, or cycle on/off weeks). * Alpha-GPC or Citicoline: 300-600 mg Alpha-GPC OR 250-500 mg Citicoline daily. Choline precursors for acetylcholine synthesis (cognitive function, motivation). Cycle (e.g., 3 months on, 1 month off). * Mitochondrial Support (Rotate): * CoQ10 (Ubiquinol form if deficient/middle-aged): 100-200 mg daily. * Pyrroloquinoline Quinone (PQQ): 10-20 mg daily. * L-Carnitine Fumarate: 500-1000 mg daily (especially if on high fat diet or NAD+ precursors). * Senolytic Protocol (Use Cautiously, Cycle): Research suggests drugs like Dasatinib + Quercetin can clear senescent cells. This is advanced and potentially risky. If considering, use a low dose (e.g., 5-10mg Dasatinib + 100-250mg Quercetin) for 5-10 days every 2-3 months, under strict medical supervision. Do NOT attempt without professional guidance. * Cycling: Implement cycles for most advanced supplements (e.g., NAD+, Resveratrol, Pterostilbene, Berberine, Choline sources, Senolytics) to maintain efficacy and prevent tolerance. Example: 3 months on, 1 month off, or specific timed cycles (e.g., senolytics).
5. Stress Resilience Techniques (Advanced & Personalized): * HRV Biofeedback: Continue daily practice. Challenge yourself – try longer sessions, practice during stressful moments, or use different breathing patterns (e.g., longer exhale). * Neurofeedback (If accessible): Start sessions (1x/week). Work with a certified practitioner to identify goals (e.g., increase alpha waves for relaxation, regulate theta/beta for focus) and train your brain accordingly. * Cold Exposure: Integrate cold showers or ice baths (2-3x/week). Start with 30 seconds and gradually increase duration to 2-3 minutes. Practice Box Breathing (4-4-4-4) during exposure. Listen to your body, stop if you feel dizzy or unwell. * Sauna: Contrast with cold exposure. Use an infrared or traditional sauna (20-30 mins at a comfortable temp) 2-3x/week. Hydrate well before, during, and after. May enhance heat shock proteins, detoxification, and cardiovascular benefits. * Lion's Mane Mushroom: Consider adding 500-1000 mg daily. May support neurogenesis and cognitive function, potentially synergistic with choline supplements. Cycle as needed.
Phase 3: Integration, Fine-Tuning & Future-Proofing (Month 3)
Goal: Consolidate all strategies, personalize the plan based on 2 months of data, optimize synergies, establish long-term habits, and plan for ongoing biohacking.
1. Advanced Wearable Tracking & Data Synthesis: * Synthesize Data: Review 2 months of data. Identify your most impactful interventions. What consistently improves HRV? What worsens glucose control? How do supplements correlate with energy/mood? * Identify Patterns: Find your personal optimal fasting window, carb tolerance levels, best training times based on HRV, ideal supplement timings. * Refine Goals: Based on data, set specific, measurable goals for the next phase (e.g., "Improve morning HRV by 5% by optimizing sleep and morning routine," "Lower post-meal glucose spikes by X points by adjusting meal composition").
2. Personalized Exercise Routine (Consolidation & Mastery): * Strength Training: Continue progressive overload. Focus on mastering form and potentially adding more advanced techniques (e.g., pause reps, isometric holds) if appropriate. Adjust frequency/intensity based on recovery markers (HRV, RPE). * HIIT: Maintain intensity but ensure full recovery between sessions. Consider sport-specific or functional HIIT variations if applicable. * Metabolic Flexibility Training: Continue incorporating sessions that challenge your ability to switch between fuel sources (e.g., fasted cardio, keto-adapted cardio, variable intensity training). * Recovery: Refine recovery based on data. Are you recovering adequately? Do you need more sleep
3-Month Longevity Plan for Biohackers
Disclaimer: Before starting any new supplement or exercise regimen, consult with a healthcare professional to ensure safety and suitability.
Month 1: Optimization and Baseline Establishment
Month 2: Intensification and Refining
Month 3: Peak Performance and Long-Term Optimization
Additional Recommendations:
Action Plan:
By following this comprehensive 3-month plan, biohackers can optimize their longevity, physical and cognitive performance, and develop a robust foundation for long-term health and well-being.
Design an innovative, multi-component dish worthy of a 3-star Michelin restaurant.
Okay, here is a design for a multi-component dish, "Symbiosis: Birch & Bee," aiming for the heights of a Michelin 3-star experience. This dish plays on the delicate relationship between the birch tree and the honeybee, exploring their individual and combined essences through texture, flavor, and aroma.
Dish Name: Symbiosis: Birch & Bee
Conceptual Narrative: This dish explores the intricate and often overlooked relationship between the silver birch tree (Betula pendula) and the humble honeybee (Apis mellifera). The birch offers nectar and pollen, a foundational element in the bee's ecosystem, while the bees pollinate the birch, ensuring its propagation. "Symbiosis: Birch & Bee" aims to deconstruct and reconstruct this natural harmony on a plate. We move beyond simple honey and wood notes, delving into the unique biochemical profiles of birch sap, the specific floral notes of birch pollen, the structural integrity of birch bark, and the complex, nuanced flavors of wildflower honey produced by bees foraging in a birch-dominant environment. It's a celebration of nature's delicate balance, executed through meticulous technique and presented as an edible landscape.
Core Unusual Pairing: The central, unconventional pairing is Fresh Birch Sap and Activated Birch Pollen. While birch sap is sometimes consumed, it's rarely elevated to this extent, and its pairing with the intensely flavored, activated pollen (a technique borrowed from some fine dining circles for flower and seed pollen) creates a unique, texturally complex, and highly aromatic experience not typically found in Western cuisine.
Specialized Equipment/Techniques:
Sourcing Notes:
Recipe Components:
1. The Star: Poached Veal Cheek with Birch Sap Consommé & Pollen Dust This component forms the central element, showcasing the veal's tenderness and linking it directly to the birch theme.
Ingredients:
Advanced Technique: Activated Birch Pollen
Advanced Technique: Birch Oil
Instructions:
2. The Essence: Birch Sap Pearls with Birch Bark Chips This component provides a playful, textural contrast and a direct representation of the birch tree.
Ingredients:
Advanced Technique: Birch Sap Pearls (Spherification)
Advanced Technique: Birch Bark Chips
Instructions:
3. The Harmony: Spring Vegetable Medley with Bee Pollen & Wildflower Honey This component adds freshness, colour, and the honeybee element, balancing the earthy birch notes.
Ingredients:
Instructions:
4. The Ephemeral: Birch Infusion Vapor An optional, theatrical final touch.
Ingredients:
Instructions:
Exquisite Plating Presentation:
The dish should be plated on a neutral, elegant, possibly textured white or grey porcelain plate.
The overall aesthetic should feel like a curated natural landscape, hinting at the forest floor, a spring meadow, and the hidden relationship between the birch and the bee. The textures range from the melting tenderness of the veal, the cool, jelly-like pearls, the crispness of the bark, the warmth of the vegetables, to the ephemeral vapor. The flavours weave between the subtle sweetness and mineral notes of birch, the floral complexity of the honey, the activated pollen's intensity, and the freshness of spring vegetables.
Dish Name: "Terra Verde Odyssey"
Conceptual Narrative: "Terra Verde Odyssey" is a culinary journey that explores the harmonious union between the earth's umami flavors and the ocean's freshness. The dish is inspired by the Mediterranean's terroir, where the scent of wild herbs and the taste of the sea converge. This multi-component creation features an unexpected pairing of black truffle and sea urchin, elevated by advanced culinary techniques and presented with an artistic flair.
Components:
Recipe:
Component 1: Black Truffle and Sea Urchin Tartlet
Component 2: Smoked Eel and Fennel Emulsion
Component 3: Pickled Mustard Green Gelée
Component 4: Saffron-Infused Cauliflower Purée
Component 5: Crispy Fried Capers and Microgreens
Sourcing Notes:
Plating Presentation:
Innovative Techniques:
Michelin 3-Star Worthy: "Terra Verde Odyssey" is a symphony of flavors, textures, and presentation that would be worthy of a Michelin 3-star restaurant. The dish showcases a deep understanding of flavor pairing, advanced culinary techniques, and exquisite plating presentation. The use of high-quality, seasonal ingredients and the attention to detail in each component elevate this dish to a truly exceptional culinary experience.
Create a beautiful, physically accurate animation of gravitational waves from colliding black holes.
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.
