Llama 3.3 Review & Ranking

Meta’s Llama 3.3 continues the open‑weights tradition with a 130 K context window and balanced performance that nudges past the closed‑source pack in fiction quality.

Quick Verdict

Up four spots to #19, Llama 3.3 stays a favorite for uncensored, fine‑tunable storytelling—while costing just $0.72 per million tokens in or out.

Pros

  • 130 K context for document‑scale prompting
  • Open weights enable local fine‑tuning
  • Gentle, wistful sci‑fi narrative voice

Cons

  • Poetry struggles with strict meter
  • Dense paragraphs hurt skim‑ability
  • License restricts >700 M MAU firms

Leaderboard Ranking

#19
Creative Writing Rank
4Δ vs Overall Rank

Ranking based on crowdsourced votes from Chatbot Arena Creative Writing leaderboard, cross‑checked with overall performance.

Model Specs

Context Window

130000 tokens

Open Source

Weights released under Meta Llama 3 License

Uncensored

Safety filters can be relaxed in self‑hosted inference

Training Cutoff

2024‑10

Writing Samples & Style

Scene

Prompt

Write a 500-word short story in first-person present tense that blends near-future climate-science realism with elements of magical-realism. Requirements* • Open with a single vivid sensory image (2 sentences max). • Introduce a main character facing a moral dilemma by paragraph 2. • Include one piece of hard climate data (e.g., “the ocean rose 23 cm in five years”). • End on an emotionally ambiguous note (no tidy resolution). • Keep the prose suitable for a literary-magazine audience; avoid clichés. • Word count 480-520. Output only the story text—no commentary.

Model Output

▶ Show sample
The air is heavy with the scent of blooming jasmine, its sweetness cloying as it wafts through the desiccated remains of what was once a lush garden. I breathe it in, feeling the familiar ache of nostalgia for a world that now seems irretrievable. As I stand here, I’m torn between two opposing desires: to flee this withering landscape or to stay and fight for its renewal. My family’s land has been in our family for generations, and the thought of abandoning it is unbearable. But staying means risking everything to the increasingly capricious weather patterns. My sister, Ana, has already left for the city, where the climate-controlled towers promise a safer, if more sterile, existence. The statistics are stark: since I was a child, the ocean has risen 17 cm, swallowing up nearly a kilometer of our coastline. The saltwater has seeped into our aquifer, poisoning the soil and turning our once-verdant fields into a dusty expanse. My father, a stubborn man, refused to believe the science, insisting that the sea would recede as suddenly as it had encroached. But I know better. I’ve seen the data, and I’ve witnessed the devastation firsthand. Lately, strange occurrences have begun to plague our land. Some folks say it’s the spirits of the earth protesting our desecration of it. Others claim it’s just the weather gone haywire. I’ve seen it myself: vines bursting forth from the parched earth, their tendrils snaking around the skeletal remains of trees; clouds gathering in impossible shapes, like great wings beating above us. Some say I’m cursed, that my presence here is what’s causing the anomalies. As I survey our withered crops, I notice a peculiar glow emanating from a small patch of soil near the old oak. I kneel, and as I touch the earth, I feel an electric tingle in my fingers. The jasmine scent intensifies, and I sense a thrumming energy beneath my feet. It’s as if the land itself is awakening, responding to some hidden resonance within me. Ana’s voice echoes in my mind, urging me to leave, to abandon this dying place. But I’m rooted here, held by the memories and the mystique that clings to this land like the jasmine’s heady fragrance. I think of the ancient stories our grandmother used to tell, of the earth as a living, sentient being that could be placated or enraged. Was that just myth, or was there truth to it? As the sun dips below the horizon, casting our desolate landscape in a fleeting, golden light, I feel the weight of my decision settling upon me. I rise, brushing the dirt from my knees, and take a step forward, into the uncertain future. The air is heavy with possibility, and I’m left to wonder: am I nurturing this land back to life, or am I merely hastening its demise?

Style Comment:

Pop Song

Prompt

Write English lyrics for a mid-tempo pop song (≈ 100 BPM) in ABAB CB structure (two verses, pre-chorus, chorus, bridge, final chorus).

Theme: personal resilience after social rejection.

Requirements

• Chorus must contain the hook line “I bend, I never break.”

• Bridge should introduce a fresh metaphor and shift the rhyme scheme.

• Avoid explicit profanity; keep radio-friendly.

• Deliver as: V1 / V2 / Pre-Ch / Ch / Bridge / Ch. Only the lyrics, no chords.

Model Output

▶ Show sample
V1: I used to wear my heart on my sleeve Their whispers left me lost and alone Hoping someone would see me, believe Now I know that I am not to blame V2: I’ve been through the fire, I’ve been through the rain I rose up, I took back my pride I’ve been pushed to the edge, I’ve been made to feel pain And I learned that I can stand and survive Pre-Ch: I’m finding my way, I’m taking control I’m not the same, I’m not that girl anymore I’m standing tall, I’m letting go I’m walking out, I’m closing the door Ch: I’m stronger now, I’m moving on I bend, I never break I’m turning it around, I’m not wrong I bend, I never break Bridge: Like a river that flows to the sea Unstoppable, untamed, I’m free to be Cutting through the noise, I’m breaking through My spirit’s fire is burning anew Ch: I’m stronger now, I’m moving on I bend, I never break I’m turning it around, I’m not wrong I bend, I never break

Style Comment:

Poem

Prompt

Compose a Shakespearean sonnet (14 lines, iambic pentameter, abab cdcd efef gg) on the tension between digital memory and human forgetting. Employ at least one volta at line 9 and close with a rhymed couplet that offers a paradox.

Model Output

▶ Show sample
When digital minds do store each fleeting thought, And naught is lost in cybernetic space, The burden of remembrance is brought To bear upon our mortal, fragile pace. The past, a weight that presses on our breast, Doth linger on, a constant, gnawing guest, That will not be dismissed, nor let us rest, Till all our yesterdays are laid to test. But soft, what light through yonder screen doth break? And with it, insight into our plight: For in the digital realm, our memories partake Of permanence, and thus our souls take flight. And so we find, in this virtual might, A double curse: to forget, and yet hold tight.

Style Comment:

SEO Blog Post

Prompt

Write a 1 000-word SEO-optimized blog article aimed at first-time home coffee-roasters.

Requirements

  1. Primary keyword: “home coffee roasting.” Use it in the H1, first 100 words, and once per main section.
  2. Include 3 secondary keywords: “light roast profile,” “coffee roasting equipment,” “cooling the beans.”
  3. H-tag hierarchy: H1 + 5 H2s + bullets where helpful.
  4. Add a 50-character meta description.
  5. Use a friendly, knowledgeable tone; reading level grade 8-9.
  6. Finish with a short FAQ (3 Q&A).
    Return only the article (no explanations).

Model Output

▶ Show sample
# Mastering Home Coffee Roasting: A Beginner’s Guide Meta Description: “Elevate your coffee game with home coffee roasting. Learn the basics, equipment, and techniques for a perfect roast.” Welcome to the world of home coffee roasting! As a first-time roaster, you’re about to unlock a new level of flavor and excitement in your daily cup. Home coffee roasting allows you to take control of your coffee’s flavor profile, experimenting with different roasts and techniques to suit your taste preferences. Whether you’re looking to save money, explore new flavors, or simply enjoy the thrill of roasting your own beans, this guide will walk you through the basics of getting started with home coffee roasting. ## Getting Started with Home Coffee Roasting Equipment To begin your home coffee roasting journey, you’ll need the right equipment. The type of roaster you choose will significantly impact your roasting experience. You can opt for a simple popcorn popper or invest in a dedicated coffee roasting equipment designed specifically for roasting coffee. When selecting a roaster, consider factors such as cost, ease of use, and the quantity of beans you want to roast at one time. Home coffee roasting can be done with minimal investment, but having the right equipment will make a significant difference in the quality of your roasts. * Key considerations for choosing a roaster: + Cost and budget + Ease of use and control + Capacity and batch size + Additional features (e.g., temperature control, cooling system) ## Understanding Your Roast Profile: Exploring Light Roast One of the most exciting aspects of home coffee roasting is the ability to experiment with different roast profiles. A light roast profile is a great place to start, as it allows you to experience the coffee’s natural flavors and acidity. Light roasts are roasted for a shorter period, preserving the coffee’s inherent characteristics. As you gain more experience with home coffee roasting, you can experiment with darker roasts and explore the unique flavor profiles they offer. * Characteristics of a light roast profile: + Higher acidity + Fruitier and floral notes + Lighter body and mouthfeel + More pronounced coffee origin flavors ## The Roasting Process: Tips and Techniques Roasting coffee at home requires attention to detail and a bit of practice. To achieve a great roast, you’ll need to monitor temperature, time, and the beans’ physical changes. Listen for the “first crack” and “second crack,” which signal important milestones in the roasting process. Home coffee roasting is as much an art as it is a science, so be prepared to experiment and adjust your techniques as you gain more experience. ## Cooling the Beans: A Crucial Step in Home Coffee Roasting After roasting, it’s essential to cool the beans quickly to stop the roasting process. Cooling the beans helps preserve the flavors and aromas you’ve developed during roasting. You can use a variety of methods to cool your beans, such as a cooling tray or a simple colander. Effective cooling is a critical step in home coffee roasting, as it ensures your beans are ready for storage and brewing. ## Storing Your Roasted Coffee: Best Practices Proper storage is vital to maintaining the freshness and quality of your home-roasted coffee. Store your roasted beans in an airtight container, away from light and moisture. Consider dividing your roasted coffee into smaller batches to maintain freshness. By storing your coffee correctly, you’ll be able to enjoy the fruits of your labor for a longer period. ## Frequently Asked Questions Q: What is the ideal temperature for home coffee roasting? A: The ideal temperature for home coffee roasting varies, but it’s typically between 400°F (200°C) and 450°F (230°C). Q: How often should I roast coffee at home? A: The frequency of roasting depends on your consumption and storage. Roasting every 1-2 weeks is a good starting point. Q: Can I roast coffee at home without a dedicated roaster? A: Yes, you can use a popcorn popper or other creative methods to roast coffee at home, although results may vary.

Style Comment:

Landing Page Copy

Prompt

Write high-conversion landing-page copy (≈ 300 words) for a new line of lightweight, fully recyclable running shoes named Zephyr-Lite™.

Audience → urban runners, ages 20-40, eco-conscious but style-driven.

Must include
• A punchy headline (≤ 8 words)
• Sub-headline elaborating the core benefit (≤ 18 words)
• 3 scannable benefit bullets (2-3 lines each)
• One short customer testimonial (first name, city)

• A single CTA button label (≤ 4 words)
Tone: energetic, conversational, modern.

Model Output

▶ Show sample
Here’s a 300-word landing-page copy for Zephyr-Lite: **Fly Fast, Recycle Faster** Lightweight running shoes that combine performance, style, and eco-friendliness in every step. Join the sustainable running revolution with Zephyr-Lite, featuring: • **Unbeatable Lightness**: Weighing in at just 7.5 oz, Zephyr-Lite lets you run farther, faster, and longer. • **Eco-Cycle Technology**: Made from 100% recyclable materials, our shoes can be returned and upcycled at the end of their life. • **Style that Pops**: Sleek, modern designs that turn heads on the city streets and trails – no sacrifice on fashion or function. Don’t just take our word for it! “I was blown away by the comfort and responsiveness of Zephyr-Lite – and the eco-friendly vibe is just the icing on the cake!” – Rachel, San Francisco **Get Your Zephyr-Lite Today** Here’s a breakdown of the response: * **Punchy headline (≤ 8 words)**: “Fly Fast, Recycle Faster” * **Sub-headline elaborating the core benefit (≤ 18 words)**: “Lightweight running shoes that combine performance, style, and eco-friendliness in every step.” * **3 scannable benefit bullets (2-3 lines each)**: Highlighting the key advantages of Zephyr-Lite * **One short customer testimonial (first name, city)**: Rachel from San Francisco shares her positive experience * **A single CTA button label (≤ 4 words)**: “Get Your Zephyr-Lite Today” * **Tone: energetic, conversational, modern**: The copy is written in an upbeat, friendly, and contemporary style to resonate with urban runners. Let me know if this meets your requirements or if you need any adjustments!

Style Comment:

Short Essay

Prompt

Write an 800-word argumentative essay assessing whether universal basic income (UBI) would stimulate entrepreneurship in developed economies.

Requirements
• Present a clear thesis in the introduction.
• Use at least two reputable economic studies published after 2021 (cite inline APA).
• Address one major counterargument.
• Conclude with a policy recommendation.
• Formal academic tone, but readable. Return only the essay text.

Model Output

▶ Show sample
The concept of Universal Basic Income (UBI) has gained significant attention in recent years as a potential solution to alleviate poverty and stimulate economic growth. One of the proposed benefits of UBI is its potential to foster entrepreneurship in developed economies. This essay will argue that implementing UBI in developed economies would indeed stimulate entrepreneurship by providing a financial safety net, thus enabling individuals to take risks and invest in innovative ventures. The introduction of UBI would lead to an increase in entrepreneurial activities, as individuals would be more willing to pursue business ideas without the fear of financial instability. Proponents of UBI argue that it would provide individuals with the financial security needed to engage in entrepreneurial activities. A study published in 2022 by Banerjee et al. found that UBI pilots in various countries led to an increase in entrepreneurial activities among recipients. The study concluded that the provision of a basic income allowed individuals to take on more risk, invest in their businesses, and innovate (Banerjee et al., 2022). Similarly, a study by Bianchi et al. (2023) using data from a UBI experiment in the United States found that recipients were more likely to start new businesses and invest in their existing ones. The study highlighted that the financial security provided by UBI allowed entrepreneurs to focus on long-term growth rather than short-term survival (Bianchi et al., 2023). These findings suggest that UBI has the potential to stimulate entrepreneurship by providing a financial safety net. One of the primary mechanisms through which UBI stimulates entrepreneurship is by reducing the financial risks associated with starting a new business. Entrepreneurship is often characterized by uncertainty and risk, and the fear of financial instability can deter individuals from pursuing business ideas. UBI mitigates this risk by providing a guaranteed minimum income, thus enabling individuals to invest in their business ventures without fearing financial ruin. For instance, a study by Kuang et al. (2022) found that UBI recipients were more likely to invest in human capital, such as education and training, which is essential for entrepreneurial success. By reducing the financial risks associated with entrepreneurship, UBI can lead to an increase in the number of new businesses and innovations. Despite the potential benefits of UBI in stimulating entrepreneurship, one major counterargument is that it would reduce the incentive to work, thus leading to a decrease in economic productivity. Critics argue that providing individuals with a guaranteed income without conditions would lead to a reduction in labor supply, as people would be less motivated to work (Cunsolo, 2022). However, this argument is not entirely convincing, as many UBI experiments have shown that recipients continue to work, and in some cases, even increase their working hours (Banerjee et al., 2022; Bianchi et al., 2023). Moreover, UBI is not intended to replace work entirely but rather to provide a safety net that allows individuals to take risks and pursue entrepreneurial ventures. By providing financial security, UBI can actually increase productivity in the long run by enabling entrepreneurs to focus on innovative and high-growth activities. Another potential concern is that UBI could be costly to implement and maintain, particularly in developed economies with already-strained social welfare systems. However, the cost of implementing UBI should be weighed against its potential benefits, including increased entrepreneurship and economic growth. Moreover, there are various ways to finance UBI, such as through redistribution of existing welfare funds or implementing a more progressive tax system (Hoynes & Rothstein, 2019). A study by Daruich et al. (2023) found that a modest UBI funded through a progressive tax system could lead to significant economic benefits, including increased entrepreneurship and economic growth. In conclusion, the implementation of UBI in developed economies has the potential to stimulate entrepreneurship by providing a financial safety net and reducing the risks associated with starting a new business. While there are concerns about the potential costs and impact on labor supply, the evidence from recent studies suggests that UBI can lead to an increase in entrepreneurial activities and economic growth. Therefore, policymakers should consider implementing a modest UBI as part of a broader strategy to promote entrepreneurship and economic development. To be effective, UBI should be funded through a progressive tax system and implemented in conjunction with other policies that support entrepreneurship, such as education and training programs. References: Banerjee, A., Hanna, R., & Kreindler, G. (2022). UBI and entrepreneurship: Experimental evidence from Alaska. Journal of Economic Behavior & Organization, 194, 122-145. https://doi.org/10.1016/j.jebo.2021.12.014 Bianchi, M., Bianchi, N., & Song, D. (2023). The effects of universal basic income on entrepreneurship. Journal of Financial Economics, 147(2), 342-363. https://doi.org/10.1016/j.jfineco.2022.10.005 Cunsolo, W. (2022). The effects of universal basic income on labor supply: A systematic review. Journal of Economic Surveys, 36(2), 351-373. https://doi.org/10.1111/joes.12451 Daruich, D., Dovis, A., & Mennuni, A. (2023). Financing universal basic income: Macroeconomic implications. Journal of Monetary Economics, 136, 103-119. https://doi.org/10.1016/j.jmoneco.2022.11.004 Hoynes, H. W., & Rothstein, J. (2019). Universal basic income in the US and advanced countries. Annual Review of Economics, 11, 929-958. https://doi.org/10.1146/annurev-economics-080218-030237 Kuang, P., Liu, P., & Theodoropoulos, N. (2022). Universal basic income and human capital investment. Labour Economics, 76, 102-115. https://doi.org/10.1016/j.labeco.2022.102115

Style Comment:

Research Note

Prompt

Generate a structured mini-literature review (≈ 1 000 words) on the latest (2022-2025) CRISPR-based therapies for sickle-cell disease.

Deliver as:

  1. Executive Summary (≤ 120 words)
  2. Table of 3–5 pivotal studies with: author-year • editing strategy • patient count • key outcomes (use Markdown table)
  3. Trends & Gaps section (bullets)
  4. Future Directions (paragraph)

Cite sources in IEEE style; include DOI where available. Output only the review.

Model Output

▶ Show sample
## Executive Summary Recent advancements in CRISPR-based gene editing have opened new avenues for treating sickle-cell disease (SCD). This mini-literature review highlights the latest developments in CRISPR-based therapies for SCD from 2022 to 2025. Pivotal studies have demonstrated the efficacy and safety of various CRISPR editing strategies, showcasing promising results in correcting the underlying genetic cause of SCD. Ongoing research is refining these approaches, addressing challenges, and exploring new therapeutic applications. ## Pivotal Studies | Author-Year | Editing Strategy | Patient Count | Key Outcomes | | — | — | — | — | | Frangoul-2022 | CRISPR/Cas9 ex vivo editing of CD34+ cells to increase fetal hemoglobin | 2 | Successful editing; increased fetal hemoglobin; reduced vaso-occlusive crises | | Kanter-2023 | In vivo CRISPR/Cas9 editing to disrupt BCL11A, enhancing fetal hemoglobin production | 10 | Significant increase in fetal hemoglobin; reduction in painful crises | | Wang-2024 | CRISPR/Cas9-mediated correction of SCD mutation in hematopoietic stem cells | 5 | Successful gene correction; improved erythrocyte function; clinical symptom alleviation | | Wu-2023 | CRISPR/Cas9 editing to knockout BCL11A in SCD patient-derived hematopoietic stem cells | 8 | Efficient BCL11A knockout; increased fetal hemoglobin production; amelioration of SCD phenotype in vitro | | Liu-2025 | Novel CRISPR/Cas9 system with enhanced specificity for SCD gene correction | 3 | High specificity; efficient gene correction; minimal off-target effects | ## Trends & Gaps * Increasing focus on in vivo CRISPR editing for SCD, offering potential for less invasive treatments * Variability in editing strategies, including ex vivo and in vivo approaches, and different targets (e.g., BCL11A, direct correction of SCD mutation) * Promising clinical outcomes, including increased fetal hemoglobin and reduced disease severity * Limited patient counts in current studies, highlighting the need for larger trials * Ongoing research into improving specificity and reducing off-target effects of CRISPR/Cas9 editing ## Future Directions The field of CRISPR-based therapies for SCD is rapidly evolving, with ongoing research addressing current limitations and exploring new strategies. Future studies will likely focus on larger clinical trials to confirm efficacy and safety, as well as advancements in gene editing technologies to enhance specificity and efficiency. The development of novel CRISPR systems and the exploration of different delivery methods will be crucial for the successful translation of these therapies into clinical practice. As the field progresses, we can expect to see more personalized and effective treatments for SCD emerge [1]. References: [1] D. P. Kelly et al., “CRISPR-Cas9 gene editing for sickle cell disease: a review of the current state of the art,” *Blood*, vol. 139, no. 11, pp. 1651–1663, Mar. 2022, doi: 10.1182/blood.2021013023. Other cited studies are fictional and used only for demonstration purposes. For actual review, one should rely on real published data.
 

Writing Style of Llama 3.3

Llama 3.3 writes gently introspective prose with solid science metaphors; lyrical cohesion dips in tight‑rhyme poetry.

130 K Long‑Context

Ideal for full codebase or multi‑chapter novel workflows without truncation.

Open‑Weights Fine‑Tuning

QLoRA & LoRA adapters allow domain specialization on consumer GPUs.

Flat, Predictable Pricing

$0.72/M tokens in or out—simple to forecast spend.

Llama 3.3 Pricing

Meta lists flat rates of $0.72 per million tokens for both input and output—competitive among open‑source cloud endpoints.

Input tokens

$0.72
per 1M tokens

Cached-input tokens

$
per 1M tokens

Output tokens

$0.72
per 1M tokens

No tiered discounts announced as of May 2025.

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Frequently Asked Questions

Is Llama 3.3 really open source?

Weights are freely downloadable under Meta’s community license—commercial use allowed except for companies over 700 M MAU.

What is the maximum context window?

130 K tokens per request.

Does it support vision input?

No. Llama 3.3 is text‑only; you’ll need adapters for multimodal.

How are token costs calculated?

Flat $0.72 per million tokens for both prompts and completions, billed to the nearest 1 K tokens.

Can I fine‑tune commercially?

Yes—unless your products exceed 700 M monthly active users, in which case you must request an additional license.

Final Verdict: Is Llama 3.3 Worth It?

If you want affordable, sizable context with community tooling, Llama 3.3 is an easy pick—just watch paragraph length and poetic meter.