OpenAI o3
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OpenAI o3 vs Llama 4 Maverick
Compare OpenAI o3 by OpenAI against Llama 4 Maverick by Meta AI, tested across 28 shared challenges. Updated February 2026.
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OpenAI o3vsLlama 4 Maverick
23 challenges
Why OpenAI o3?
No standout advantages
Why Llama 4 Maverick?
13.3x cheaper overall$1.50/M in · $2.50/M out
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OpenAI o3Llama 4 Maverick
12 / 23
SVG Layout Challengeimage generation
Tests an AI's ability to generate vector graphics
Llama 4 Maverick
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2 / 23
Xbox Controller SVG Artimage generation
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
OpenAI o3
No content available for this output.
Llama 4 Maverick
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3 / 23
Minimalist Landing Pageweb design
Tests an AI's ability to generate a complete, working landing page
OpenAI o3
Llama 4 Maverick
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4 / 23
Mario Level UI Recreationweb design
Recreate an interactive, classic Mario level in a single HTML file.
OpenAI o3
No content available for this output.
Llama 4 Maverick
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5 / 23
Linear App Cloneweb design
Tests an AI's ability to replicate an existing UI with Tailwind CSS
OpenAI o3
Llama 4 Maverick
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6 / 23
Interactive Catan Boardweb design
Tests an AI's ability to create interactive web elements
OpenAI o3
No content available for this output.
Llama 4 Maverick
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7 / 23
World Map SVGimage generation
Tests an AI's ability to create a detailed world map in SVG format
OpenAI o3
No content available for this output.
Llama 4 Maverick
No content available for this output.
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8 / 23
Simple 7-Ingredient Recipeconversation
Generate a unique and simple recipe with common ingredients.
OpenAI o3
No content available for this output.
Llama 4 Maverick
No content available for this output.
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9 / 23
Beginner's Longevity Planreasoning
Create a starter plan for improving long-term health.
OpenAI o3
No content available for this output.
Llama 4 Maverick
No content available for this output.
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10 / 23
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.
OpenAI o3
Llama 4 Maverick
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11 / 23
Advanced Longevity Plan (Biohacker)reasoning
Develop a cutting-edge 3-month longevity plan for a biohacker.
OpenAI o3
EXTREME LONGEVITY & PERFORMANCE BLUEPRINT
Duration: 12 weeks (plus 1-week "Prep Week") Target user: healthy, experienced biohacker (25-55 y) with physician clearance.
Legal/medical disclaimer: Educational only. Obtain individualized medical guidance before implementing prescription drugs, high-dose supplements, extreme diets, or intense training.
0. PREP WEEK (Day-7 → 0)
A. Baseline Testing
- Blood/urine: CBC, CMP, apoB, NMR lipoprotein panel, hs-CRP, Lp-PLA2, fasting insulin, HOMA-IR, A1c, OGTT, IGF-1, thyroid panel, DHEA-S, free/total T, estradiol, cortisol AM/PM, ferritin, homocysteine, B12, folate, 25-OH-D, RBC Mg, Omega-3 Index, comprehensive amino-acid panel.
- Omics: TruDiagnostic (GrimAge), TrueAge PACE, microbiome (Viome or Onegevity), gut permeability (zonulin), metabolomics (Nutriplex).
- Body/fitness: DEXA, VO₂max (gas-exchange treadmill), resting RQ (caloric partitioning), 1RM squat/bench/deadlift, vertical jump.
- Neurocog: CNS Vital Signs or Cambridge Brain Sciences battery.
- Wearable baselines: 7-day average HRV, RHR, sleep stages (Oura or WHOOP), continuous glucose (Levels or Dexcom G7), blood pressure (Withings BPM).
B. Hardware Setup
- Oura Ring Gen3 or WHOOP 4.0 (sleep, HRV)
- Garmin Fenix 7 or Apple Watch Ultra (VO₂, SPO₂, ECG)
- Supersapiens/Levels CGM + transdermal patch keeper.
- Muse S v2 (EEG neurofeedback)
- EliteHRV CorSense (morning HRV)
- Lumen or Breezing (metabolic substrate)
- Kaatsu C3 (BFR), PowerDot 2.0 (NMES recovery)
- Infrared sauna (Clearlight) & 3 °C ice-barrel.
C. Supplement Inventory (pharmaceutically tested brands)
See stack section for quantities.
1. MASTER CALENDAR OVERVIEW
Month 1 (Weeks 1-4): "METABOLIC RESET"
Goal: shift to fat-adapted state, improve insulin sensitivity, build aerobic base.
Month 2 (Weeks 5-8): "MITOCHONDRIAL & AUTOPHAGY PHASE"
Goal: up-regulate mitochondrial biogenesis, deep cellular cleanup, initiate senolytic pulses.
Month 3 (Weeks 9-12): "HORMETIC PERFORMANCE AMPLIFICATION"
Goal: reintroduce strategic carbohydrates, peak strength & VO₂, reinforce stress-resilience.
Weekly template (modifiable by HRV/sleep scores) shown later.
2. DIETARY & FASTING PROTOCOL
Macros are calories-adjusted to maintain ~10 % caloric deficit (body-fat ≥15 %) or isocaloric (≤12 %). Track with Cronometer, linked to wearables.
Month 1 – Therapeutic Ketogenic (TKD)
- 65 % fat / 25 % protein / 10 % net carbs (<25 g).
- Time-restricted feeding (TRF) 18:6 (e.g., 12 pm-6 pm).
- Electrolyte support: 4 g Na, 1 g K, 400 mg Mg per day.
- Daily polyphenol targets: 1 T cacao nibs, 2 T EVOO, 1 cup blueberries (fits 10 % carbs).
Month 2 – Autophagy-Enhanced Cyclical Keto
- Baseline still keto 5 days/week; introduce 1 carb refeed (150-200 g low-GI) post-leg day.
- Fasting scheme:
- 24 h water-only fast weekly (Sunday dinner → Monday dinner).
- One 48 h fast during Week 7 (with electrolytes + green tea).
- Protein 1.8 g/kg LBM except fasting days (≤1 g/kg).
- Add 10–15 g collagen peptides + 50 mg vitamin C peri-training for connective tissue.
Month 3 – Targeted Keto with Performance Carbs
- 55 % fat / 25 % protein / 20 % carbs (100–120 g) on strength days. Non-training days revert to Month 1 macros.
- Pre-workout carb timing: 30 g cluster-dextrin + 5 g creatine 30 min prior heavy/HIIT sessions.
- Maintain 16:8 TRF; skip breakfast if overnight HRV < baseline.
Micronutrient pillars (daily):
- Omega-3 (EPA ≥1.8 g, DHA ≥1.2 g)
- Choline 550 mg (pastured eggs or 1 g Alpha GPC)
- K 2 (MK-7) 200 µg + D 3 (5,000 IU adjust to serum 50-70 ng/ml)
- Lithium orotate 1 mg (neuroprotection)
3. FASTIDIOUS SUPPLEMENT STACK & CYCLING
Key = (M)orning, (P)re-workout, (E)vening. Always take with physician approval, especially Rx items.
| Category | Compound | Dose & Timing | Cycle | Notes |
|---|---|---|---|---|
| Daily Core (Weeks 1-12) | NMN + Resveratrol | 1,000 mg (M) + 500 mg (with 5g EVOO) | Weeks 1-12 | NAD⁺ axis |
| Spermidine | 1 mg (M) | Weeks 1-12 | autophagy | |
| Omega-3 TG oil | 3 g combined EPA/DHA (M) | Weeks 1-12 | ||
| Magnesium L-threonate | 2 g (E) | Weeks 1-12 | brain, sleep | |
| Creatine monohydrate | 5 g (P) | Weeks 1-12 | strength & cognition | |
| PQQ + CoQ10 (ubiquinol) | 20 mg + 200 mg (M) | Weeks 1-12 | mitochondrial | |
| Glycine + NAC | 3 g + 600 mg (E) | Weeks 1-12 | glutathione system | |
| Rhodiola R | 400 mg (M) | Weeks 1-12 | adaptogen | |
| Multi-strain spore probiotic (Bacillus) | 10⁹ CFU (E) | Weeks 1-12 | ||
| Cognitive/Nootropic Stack (cycled 5 days on / 2 off) | L-Theanine + Organic caffeine | 200 mg + 100 mg (M) | 5 days on / 2 off | |
| Lion's Mane extract | 1 g (M) | 5 days on / 2 off | ||
| Bacopa monnieri | 320 mg (E) | 5 days on / 2 off | ||
| Mitochondrial Booster Pulse (Weeks 5-8) | ALCAR + Alpha-lipoic acid | 1 g + 300 mg (P) | Weeks 5-8 (4 weeks only) | to avoid tolerance |
| Senolytic "Weekend Blitz" (End of Weeks 6 & 10) | Fisetin | 1,500 mg BID | Day 1-2 (End Wk 6 & 10) | (48h concomitant fast) |
| Quercetin phytosome | 500 mg BID | Day 1-2 (End Wk 6 & 10) | (48h concomitant fast) | |
| Piperlongumine | 10 mg BID | Day 1-2 (End Wk 6 & 10) | (48h concomitant fast) | |
| (Optional/Prescription Tier – physician monitored) | Rapamycin | 5 mg orally once every 7-10 days | Begin Week 5 | physician monitored |
| Low-dose naltrexone | 3 mg nightly | immune modulation; physician monitored | ||
| Dasatinib | 100 mg day 1 of senolytic weekend | Weeks 6 & 10 | physician monitored |
Cycle Cessations
- Stop NMN and Resveratrol during each senolytic weekend (potential interference).
- Deload caffeine completely Week 7.
4. TRAINING PROGRAM
Use autoregulation: If morning HRV > baseline and sleep > 85 Oura score → proceed. If −10 % drop HRV or subjective fatigue ≥7/10 → scale to active recovery.
WEEKLY SKELETON
- Mon: Strength (Upper) + Sauna
- Tue: Zone-2 Cardio + Core
- Wed: HIIT + Mobility
- Thu: Strength (Lower) + BFR Finish + Cold-plunge
- Fri: Yoga / Breath / Red-light + Optional easy swim
- Sat: Sprint/Power (track or rower) + Neurofeedback
- Sun: Off or Nature Hike (≤60 % max HR)
DETAILS
A. Strength (M1 emphasis technique, M2 hypertrophy, M3 maximal)
- Compound lifts 4×/week alternating push/pull/lower.
- Scheme Month 1: 3×8-10 @ 70 % 1RM.
- Scheme Month 2: 4×6-8 @ 75-80 %, last set rest-pause.
- Scheme Month 3: 5×3-5 @ 85-90 %; includes cluster sets.
- Blood-flow restriction (Kaatsu) finisher 2×/week: 30-15-15 protocol on arms/quads.
- Velocity tracker (Vitruve) to ensure bar speed 0.6-0.8 m/s.
B. Endurance
- Zone-2: 45-60 min @ 65-75 % HRmax, nasal breathing only. Use Maffetone HR cap = 180 − age.
- HIIT: 10×1-min 95 % HRmax / 75 s easy; or 6×3-min 90 % HRmax / 3-min rest (Week 9 onwards).
- Sprint day: 6×60 m all-out with full walking recovery. If indoor rower: 8×250 m.
C. Mobility & Recovery
- Daily 15-min joint CARs (FRC); 2×/week 60-min yoga.
- Sauna: 3 × 20 min 80-90 °C, with 5-min cold shower between rounds (heat-shock proteins).
- Cold immersion: 2-3×/wk 3-min at 3-5 °C (brown-fat activation).
- Sleep routine: blue-blockers 90 min pre-bed, chiliPAD 18 °C, 0.2 mg sublingual melatonin only during trans-meridian travel.
5. STRESS-RESILIENCE & NEUROLOGICAL TRAINING
| Tool | Protocol | Goal / Evidence |
|---|---|---|
| HRV Biofeedback (Inner Balance or EliteHRV) | - Morning: 2-min orthostatic HRV capture.- Evening: 10-min resonance breathing at personal frequency (5.5–6 breaths/min). | Goal: LF/HF > 1.0 and RMSSD ↑10 % vs baseline by Week 12. |
| Neurofeedback | - Muse S 4-sessions/week, 15 min "calm" protocol. Adjust threshold weekly to maintain 60-70 % success.- Add Gamma-peak training Week 9. | (for cognitive speed) |
| Breathwork Periodization | - Week 1-4: Box breathing 4-4-4-4, 10 min post-work.- Week 5-8: Wim Hof 3 rounds post-cold-plunge.- Week 9-12: CO₂ tolerance ladders (O₂ Advantage). | (aiming for Bolt score ≥ 60 s) |
| Psycho-social | - Daily 3-item gratitude journal.- Weekly 2-hour "deep-work" block in nature. | (evidence for immune improvement)(lower DMN activity) |
6. ADVANCED TRACKING & FEEDBACK LOOPS
Daily Dashboard (Notion or Excel) auto-import via API:
- Sleep (total, REM, SWS)
- HRV (RMSSD)
- RHR
- Waking glucose & CGM 24-h mean / standard deviation
- Training load (TSS or Strain)
- Subjective: energy, mood, soreness (1-10)
- Core body temperature (Fora IR20)
Algorithmic adjustments:
- HRV −15 % & sleep <6 h → cancel HIIT, perform Zone-2 or breathwork only.
- CGM >140 mg/dL for >15 min post-meal → reduce next carb portion by 20 %, add 15-min walk.
Monthly Lab Re-tests (end Weeks 4, 8, 12)
Focus: apoB, hs-CRP, fasting insulin, IGF-1, testosterone, liver enzymes. Modify supplements accordingly.
7. WEEK-BY-WEEK SNAPSHOT (abbreviated)
- Week 1: Keto induction; electrolytes ↑; strength technique; HRV baseline.
- Week 2: Introduce sauna; Muse sessions start.
- Week 3: First 24-h fast; Zone-2 volume +10 %.
- Week 4: Lab #1; adjust macros; deload strength (60 % volume).
- Week 5: Add ALCAR stack; start Rapamycin if chosen.
- Week 6: Senolytic Weekend #1 + 48 h fast.
- Week 7: Caffeine deload; 48 h fast mid-week.
- Week 8: Lab #2; VO₂max test; add hill sprints.
- Week 9: Carb refeeds 2×/wk; maximal strength phase.
- Week 10: Senolytic Weekend #2.
- Week 11: Cold exposure frequency ↑; HRV resonance breathing down-shift to 4.5 breaths/min.
- Week 12: Final labs, DEXA, VO₂max, cognitive battery; compile delta vs baseline, set next-quarter goals.
8. EXIT METRICS (target deltas)
- VO₂max +10-15 %
- 1RM squat +7-10 %
- HRV RMSSD +15-20 %
- ApoB <70 mg/dL
- Fasting insulin <5 µU/mL
- DNAm GrimAge Δ ≥ -0.8 years (12-week rate)
- Body-fat −2-4 % with lean mass maintained
- Cognitive battery composite +5-8 %
- Subjective energy ≥8/10 on ≥80 % of days
9. CONTINUITY
At Week 13 decide:
- Maintain cyclical keto or shift to Mediterranean low-glycemic.
- Continue Rapamycin 6-week blocks, then doctor reassess.
- Rotate senolytics every 3 months (e.g., add curcumin-piperine, EGCG).
- Re-periodize training (e.g., focus on skill sport or endurance race).
Remember: Data-driven iteration + physician partnership > any single "hack". May your biomarkers—and life span—trend ever upward.
Llama 4 Maverick
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
- Dietary Protocol:
- Start with a cyclical ketogenic diet (CKD): 2 weeks of standard ketogenic diet (SKD) followed by 1 week of carb refeed (CR).
- SKD: Fat (~75-80% of daily calories), Protein (~15-20%), Carbohydrates (~5-10%).
- CR: Increase carbohydrates to ~50% of daily calories, reduce fat to ~30%, and maintain protein at ~20%.
- Incorporate intermittent fasting (IF): 16:8 or 18:6 schedule.
- Supplement Stack:
- Mitochondrial Support: Acetyl-L-Carnitine (ALCAR) 500mg, R-Lipoic Acid 200mg, and CoQ10 100mg, once daily.
- Cognitive Enhancement: Bacopa Monnieri 300mg (20% bacosides), Acetylcholine 500mg, and Phosphatidylserine 100mg, once daily.
- Antioxidant and Anti-Inflammatory: Curcumin 500mg (95% curcuminoids), Omega-3 fatty acids (EPA & DHA) 1000mg, and Resveratrol 200mg, once daily.
- Exercise Routine:
- Strength Training: 3 times a week, focusing on compound exercises like squats, deadlifts, and bench press.
- HIIT (High-Intensity Interval Training): 2 times a week, using protocols like Tabata or Wingate.
- Recovery: Incorporate yoga or light cardio (e.g., cycling, swimming) on non-strength training days.
- Wearable Tracking:
- Use a continuous glucose monitor (CGM) to track glucose levels and variability.
- Wear a heart rate variability (HRV) tracker to monitor stress and recovery.
- Utilize a smartwatch or fitness tracker to track sleep, activity, and other relevant metrics.
- Stress Resilience Techniques:
- HRV Training: Practice slow, deep breathing exercises (e.g., 4-7-8 technique) daily.
- Neurofeedback: Engage in alpha-theta training or other forms of neurofeedback to improve cognitive function and stress resilience.
Month 2: Intensification and Refining
- Dietary Protocol:
- Switch to a targeted ketogenic diet (TKD) with carbohydrate intake around workouts.
- Continue IF (16:8 or 18:6 schedule).
- Incorporate Fasting-Mimicking Diet (FMD) for 5 days: caloric intake ~500-800 calories, with a specific macronutrient breakdown (e.g., ~10% protein, ~60% fat, ~30% carbohydrates).
- Supplement Stack:
- Cycle Mitochondrial Support: Continue ALCAR, R-Lipoic Acid, and CoQ10, but cycle off for 1 week.
- Add NAD+ Boosters: Nicotinamide Riboside (NR) 1000mg and/or Nicotinamide Mononucleotide (NMN) 500mg, once daily.
- Cognitive Enhancement: Continue Bacopa Monnieri, Acetylcholine, and Phosphatidylserine, and add Noopept 10mg (sublingual) or other nootropics.
- Exercise Routine:
- Progressive Overload: Gradually increase weight or resistance in strength training.
- HIIT Variation: Change HIIT protocol to a different modality (e.g., from sprint intervals to hill sprints).
- Recovery Techniques: Incorporate techniques like foam rolling, self-myofascial release, or compression garments.
- Wearable Tracking:
- Continue using CGM, HRV tracker, and smartwatch/fitness tracker.
- Additional Metrics: Start tracking other metrics like cortisol levels, ketone levels, or other biomarkers using various wearable devices or at-home testing kits.
- Stress Resilience Techniques:
- Neurofeedback Progression: Advance to more complex neurofeedback protocols (e.g., beta training or SCP training).
- Mindfulness and Meditation: Incorporate mindfulness practices, such as meditation or yoga nidra, to enhance stress resilience.
Month 3: Peak Performance and Long-Term Optimization
- Dietary Protocol:
- Continue TKD with IF, and adjust macronutrient ratios based on performance and biomarker feedback.
- Carb Refeed: Perform a longer carb refeed (2-3 days) to replenish glycogen stores and support muscle growth.
- Supplement Stack:
- NAD+ Booster Cycling: Cycle off NAD+ boosters for 1-2 weeks to avoid desensitization.
- Add Adaptogenic Compounds: Incorporate adaptogens like Ashwagandha 500mg, Rhodiola Rosea 200mg, or Ginseng 400mg to enhance stress resilience.
- Exercise Routine:
- Periodization: Implement a periodized training plan to avoid plateaus and prevent overtraining.
- Deload and Recovery: Incorporate deload weeks or active recovery periods to allow for muscle repair and rebuilding.
- Wearable Tracking:
- Continue tracking relevant metrics and adjust wearable devices or protocols as needed.
- Data Analysis: Analyze data from wearable devices to identify trends, patterns, and areas for improvement.
- Stress Resilience Techniques:
- HRV Training Progression: Advance to more complex HRV training protocols (e.g., using biofeedback or HRV coherence training).
- Cognitive Training: Engage in cognitive training programs or brain games to enhance cognitive function and resilience.
Additional Recommendations:
- Sleep Optimization: Prioritize 7-9 hours of sleep per night and maintain a consistent sleep schedule.
- Social Connection and Community: Engage in social activities, join online forums or communities, and prioritize building strong relationships.
- Cognitive Stimulation: Engage in mentally stimulating activities, such as reading, puzzles, or learning a new skill.
- Genetic Testing and Epigenetic Analysis: Consider genetic testing and epigenetic analysis to identify potential genetic predispositions and optimize lifestyle choices.
Action Plan:
- Consult with a healthcare professional before starting the plan.
- Set up wearable devices and tracking metrics.
- Start dietary protocols, supplement stacks, and exercise routines.
- Incorporate stress resilience techniques and cognitive training.
- Continuously monitor and adjust the plan based on biomarker feedback, performance, and overall well-being.
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.
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12 / 23
Advanced Investment Memo (IC Memo)financial modeling
Write a pro-level buy-side investment memo with valuation and diligence questions.
OpenAI o3
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Llama 4 Maverick
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12 of 23