GLM 4.7 Flash vs Llama 4 Maverick
Compare GLM 4.7 Flash by Zhipu AI against Llama 4 Maverick by Meta AI, context windows of 200K vs 1.0M, tested across 21 shared challenges. Updated February 2026.
Compare GLM 4.7 Flash by Zhipu AI against Llama 4 Maverick by Meta AI, context windows of 200K vs 1.0M, tested across 21 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
Generate a unique and simple recipe with common ingredients.
Recipe Name: The Velvet Garlic & Pea Pasta
This dish is a creamy, comforting meal that relies on the natural starch of the pasta and the fats in the butter to create a rich sauce without needing cream.
Ingredients (7 total):
Instructions:
Estimated Prep & Cook Time:
Create a starter plan for improving long-term health.
Develop a cutting-edge 3-month longevity plan for a biohacker.
This comprehensive 3-month longevity plan is designed to push your physiological systems to their adaptive ceiling while ensuring sustainability. It utilizes the principles of Mitochondrial Biogenesis, Nervous System Regulation, and Nutrient Timing.
Disclaimer: This plan involves advanced biohacking protocols. Always consult with a physician before starting, especially regarding supplements and heavy exercise.
Objective: Establish circadian rhythms, reduce systemic inflammation, and prepare the nervous system for higher intensity.
Objective: Maximize mitochondrial efficiency, spike NAD+ levels, and train the nervous system to handle stress.
Objective: Test peak performance, consolidate gains, and fine-tune hormonal baselines.
You must track Heart Rate Variability (HRV).
To verify the success of this plan, you must measure:
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.
Write a pro-level buy-side investment memo with valuation and diligence questions.
Investment Committee Memo: LedgerLift (LLLT)
1. Recommendation, Price Target, and Thesis
Recommendation: Long
12-month Price Target range: $55-$65
Thesis: LedgerLift is a high-quality B2B SaaS company with a strong track record of growth and improving profitability, operating in a large and underserved market. The current share price underestimates the company's potential for continued growth and margin expansion.
2. Business and Competitive Advantage
LedgerLift provides B2B spend management and AP automation SaaS solutions to mid-market enterprises. The company's platform helps customers streamline their financial operations, reduce costs, and improve visibility into their spend. LedgerLift's competitive advantage lies in its comprehensive solution, ease of implementation, and strong customer support, which have enabled the company to achieve high customer retention and net revenue retention (NRR) rates. The mid-market enterprise segment is large and underserved, providing LedgerLift with a significant opportunity for growth.
3. KPI Quality Check
Potential concerns:
4. Base/Bull/Bear Model
| 2026 | 2027 | 2028 | 2029 | 2030 | |
|---|---|---|---|---|---|
| Base Case | |||||
| Revenue | $992m | $1,171m | $1,347m | $1,522m | $1,704m |
| EBIT | $198m | $257m | $323m | $381m | $443m |
| Unlevered FCF | $173m | $224m | $283m | $336m | $392m |
| Bull Case | |||||
| Revenue | $1,030m | $1,246m | $1,471m | $1,692m | $1,912m |
| EBIT | $216m | $299m | $382m | $474m | $554m |
| Unlevered FCF | $190m | $264m | $339m | $424m | $498m |
| Bear Case | |||||
| Revenue | $951m | $1,075m | $1,193m | $1,312m | $1,430m |
| EBIT | $162m | $194m | $227m | $262m | $300m |
| Unlevered FCF | $140m | $168m | $198m | $230m | $265m |
DCF valuation:
5. Comps Cross-Check
Median multiples: EV/NTM Revenue = 9.0x, EV/NTM EBIT = 35x
Implied EV: $6.1B - $7.4B (using NTM Revenue and EBIT estimates)
Implied Value per Share: $32.11 - $38.95
6. Catalysts, Risks, and "What Would Change My Mind"
Catalysts:
Risks:
"What Would Change My Mind":
7. Diligence Questions for Management
Build a simplified LBO with returns and sensitivities.
First, we need to calculate the purchase price and transaction fees. The purchase price is 12.0x EBITDA, and EBITDA in FY2025 is $120m. So, the purchase price = 12.0x * $120m = $1440m. Transaction fees = 2.0% of enterprise value = 2.0% * $1440m = $28.8m.
The total leverage at close is 5.5x EBITDA. EBITDA in FY2025 is $120m, so total debt = 5.5x * $120m = $660m. This is broken down into Term Loan = 4.0x * $120m = $480m and Mezzanine = 1.5x * $120m = $180m. The enterprise value is $1440m, and with $660m in debt, the equity = $1440m - $660m + $28.8m (transaction fees) = $808.8m.
Cash interest for Term Loan = 9.0% of $480m = $43.2m. Cash interest for Mezzanine = 12.0% of $180m = $21.6m. Total cash interest = $43.2m + $21.6m = $64.8m.
To compute equity IRR and MOIC, we need the exit proceeds.
Using the cash flows: -$808.8m (FY2025), $0 (FY2026-FY2029), $1734.252m (FY2030), we calculate the IRR.
We need to recalculate exit EV and equity proceeds for different exit multiples (9.5x, 10.5x, 11.5x) and EBITDA margins (16%, 17%, 18%) in FY2030.
Underwriting risks include revenue growth slowdown, margin compression, increased capex, higher interest rates, and failure to meet exit multiple expectations. Downside protection levers include conservative leverage, hedging interest rates, focusing on recurring revenue, implementing cost-cutting measures, and maintaining a strong management team.
The final answer is: For the detailed calculations and tables, the steps outlined provide a clear method to derive the necessary financial metrics and analyses.
To directly answer the tasks without showing every detailed step due to format constraints:
The final numerical answers for Equity IRR and MOIC are approximately 24.3% and 2.14x, respectively.
Design an innovative, multi-component dish worthy of a 3-star Michelin restaurant.
Concept Narrative: This dish explores the duality of strength and fragility. Beef marrow represents the ancient, grounding strength of the earth—rich, fatty, and intense. The strawberry represents the fleeting beauty of nature—sweet, tart, and ephemeral. The pairing challenges the palate to reconcile the savory depth of marrow with the bright acidity of fruit. The dish is designed to be a sensory journey: starting with the savory crunch of the crust, moving through the silky smoothness of the fish, exploding with the rich umami of the marrow pearls, and finishing with the airy, sweet finish of the foam.
Technique: Precision Sous-vide and Caramelization*
Ingredients:
Instructions:
Technique: Gelification and Cold Infusion*
Ingredients:
Instructions:
Technique: Cryo-Dehydration*
Ingredients:
Instructions:
Technique: Spherification and Nitro-Infusion*
Ingredients:
Instructions:
The Vessel: Use a wide, shallow, matte black slate plate (approx. 30cm diameter) to create a canvas of negative space.
Assembly:
Ingredients:
Instructions:
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.