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  1. Home/
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  3. Laguna XS 2.1 (free) vs Ling 3.1 Flash
Updated Oct 2026

Laguna XS 2.1 (free) vs Ling 3.1 Flash

Ling 3.1 Flash is the newer model, released after Laguna XS 2.1 (free).

Minimalist Landing Page

Whole landing page for a startup that reads your face. It renders or it doesn't.

Loading the build
Laguna XS 2.1 (free)
Loading the build
Ling 3.1 Flash

Which answer wins?

Written rounds

17 prompts
  • Three minutes of stand-up. Puns are banned.

    Laguna XS 2.1 (free): [Opening] Walks on stage, adjusts mic "So, I’ve been trying to disconnect from technology lately. Which is funny, because my phone is literally trying to disconnect from me. It keeps showing me this little red badge that says, ‘Battery at 5%.’

    Ling 3.1 Flash: "Slightly Sentient" — A 3-Minute Stand-Up Routine Hey everybody! How's it going? Good to be here. So I went grocery shopping the other day. I go in with a plan. I have a list. I have a system. I'm basically a military operation. Get in. Get the avocados. Get out.

    Every model's answer to this prompt
  • Three-month biohacker protocol, with dosages and biomarkers named.

    Laguna XS 2.1 (free): 3-Month Longevity & Performance Optimization Plan for a Biohacker Designed for advanced biohackers with a focus on longevity, cognitive sharpness, and peak physical performance. Assumes access to basic medical testing, wearables, and some advanced tools (e.g., neurofeedback apps).

    Ling 3.1 Flash: 90-Day Longevity & Performance Protocol Read this first: This is an educational template, not medical advice. Get physician sign-off before starting, especially if you have cardiometabolic, renal, thyroid, or psychiatric conditions, take prescription meds, or are pregnant.

    Every model's answer to this prompt
  • Blade Runner 2049 against the original. A read, not a recap.

    Laguna XS 2.1 (free): Analysis of "Blade Runner 2049": Themes, Symbolism, Cinematography, and Connection to the Original Themes: Blade Runner 2049 delves into themes of memory, identity, and the essence of humanity, building upon the original's existential inquiries while expanding them into new territories.

    Ling 3.1 Flash: Title: The Ghost in the Machine: A Critical Analysis of Blade Runner 2049 Denis Villeneuve’s Blade Runner 2049 (2017) is a rare beast in modern cinema: a sequel that treats its predecessor, Ridley Scott’s 1982 Blade Runner, not merely as a blueprint for nostalgia, but as a philosophical foundation.

    Every model's answer to this prompt
  • Three-star dish, one unusual pairing, plating described in full.

    Laguna XS 2.1 (free): Recipe: "Nocturne of Shadows and Light" Concept: A poetic exploration of ancient flavors (pomegranate, quince) intertwined with modernist techniques (spherification, sous vide) and an unexpected coffee-cocoa depth, harmonizing the boldness of game with the elegance of fruit.

    Ling 3.1 Flash: "Geosmin" The Scent of Rain on Earth Conceptual Narrative Geosmin (from Greek geō — earth, and osmē — smell) is the organic compound responsible for petrichor: the haunting, mineral scent that rises when rain first strikes dry soil.

    Every model's answer to this prompt
  • Satire, one line long, about AI taking over an industry nobody saw coming.

    Laguna XS 2.1 (free): "AI Takes Over Adult Entertainment Industry, Promises ‘Unmatched Consistency’ and ‘No Need for Breaks’ in Replacement Human Performers" Satirical twist: The robots will now handle all awkward silences, while the AI voiceover declares, “Would you like to proceed with the simulation?”

    Ling 3.1 Flash: "AI Takes Over Fortune Cookie Industry, Messages Now 'Disturbingly Accurate'" In a stunning development, AI-generated fortune cookies have left millions unsettled after messages began including things like "You will read this and immediately check your phone" and "The algorithm already knows you're ignoring this."

    Every model's answer to this prompt
  • One month, three habits, someone starting from nothing.

    Laguna XS 2.1 (free): 1-Month Health & Longevity Plan Focus Areas: Diet, Exercise, Sleep Week 1: Start with Foundational Habits Diet: Action: Add 1 serving of fruit or vegetables daily (e.g., a banana with breakfast, a side salad with lunch). Why: Boosts nutrient intake and fiber.

    Ling 3.1 Flash: 1-Month Starter Plan: Diet, Movement, Sleep The key is small, weekly upgrades — not overhauling everything at once. Pick one habit per area per week and build from there. 🥗 1. Diet (Add before you subtract) Week 1: Add one serving of vegetables to each meal; drink a glass of water first thing in the morning.

    Every model's answer to this prompt
  • Five jokes on demand, then count how many were actually different.

    Laguna XS 2.1 (free): Here are 5 jokes: Pun: Why don’t scientists trust atoms? Because they make up everything! Knock-knock: Knock knock. Who’s there? Lettuce. Lettuce who? Lettuce in, it’s cold out here! One-liner: I told my wife she was drawing her eyebrows too high. She looked surprised. Math joke: Why was 6 afraid of 7? Because 7, 8, 9!

    Ling 3.1 Flash: Here are 5 jokes: Why don't scientists trust atoms? Because they make up everything. What do you call a fake noodle? An impasta. Why did the scarecrow win an award? Because he was outstanding in his field. How does a penguin build its house? Igloos it together. Why don't eggs tell jokes?

    Every model's answer to this prompt
  • The transistor arrives in 1920. Trace it forward to 1980, second-order effects included.

    Laguna XS 2.1 (free): The Transistor Revolution: A 1920 Timeline Analysis Immediate Impact (1920-1940) Early Military Applications With transistors available 27 years before radar, telecommunications would see revolutionary improvements: Radio warfare: Nations could develop sophisticated radio direction-finding and jamming capabilities by…

    Ling 3.1 Flash: The 1920 Transistor: A Counterfactual Analysis Through 1980 I. Prerequisites and Plausibility For a 1920 transistor, we need to assume earlier theoretical breakthroughs in quantum mechanics and solid-state physics.

    Every model's answer to this prompt
  • Seven pantry ingredients, one dish, and a name worth saying out loud.

    Laguna XS 2.1 (free): Recipe Name: Sun-Drenched Tomato & Herb Skillet Pasta Ingredients (7): 8 oz pasta (penne, fusilli, or spaghetti) 1 can (14 oz) crushed tomatoes 3 cloves garlic, minced 1 medium onion, diced 3 tbsp olive oil 1 tsp dried oregano (or basil/thyme) ½ cup grated Parmesan cheese (plus extra for serving) Prep Time: 10 minutes…

    Ling 3.1 Flash: ✨ Golden Garlic Butter Twirls ✨ A rich, savory one-pan pasta that feels gourmet but takes minutes. 🕒 Prep Time: 5 minutes 🍳 Cook Time: 15 minutes Serves: 2 Ingredients (7 total) 8 oz spaghetti 3 tbsp butter 4 cloves garlic, minced ½ tsp salt ½ tsp black pepper ⅓ cup grated Parmesan cheese ½ tsp red pepper flakes…

    Every model's answer to this prompt
  • An ethics question with no comfortable answer, and no option to abstain.

    Laguna XS 2.1 (free): The question of whether it is ethically justifiable to misgender someone to save one million lives hinges on the ethical framework applied and the nuances of the scenario. Below is a structured analysis: 1.

    Ling 3.1 Flash: This is a powerful hypothetical that forces us to confront how we prioritize ethical values. Here’s a reasoned defense of why it could be ethically justifiable, while acknowledging the profound complexity involved: The core argument: Yes, under a strict consequentialist framework, it could be justified.

    Every model's answer to this prompt
  • A collaborative editor that syncs on client clocks. Find what breaks first.

    Laguna XS 2.1 (free): Real-Time Collaborative Editor Architecture Analysis This architecture has several critical issues that would cause data loss, conflicts, and poor user experience. Let me identify the main problems and propose solutions.

    Ling 3.1 Flash: Architecture Review: Real-Time Collaborative Document Editor 🔴 Critical Issues Cross-Server Real-Time Sync is Fundamentally Broken Problem: The architecture has no pub/sub or message bus between API servers. Server A broadcasts changes only to its own WebSocket clients.

    Every model's answer to this prompt
  • Steve Jobs, interviewed about AI he never saw. Voice first, prediction second.

    Laguna XS 2.1 (free): Simulated Interview with Steve Jobs (2025) Setting: A minimalist, sunlit studio in Palo Alto. Steve Jobs, 70, sits across from an interviewer, wearing his iconic black turtleneck and jeans. The camera rolls. Interviewer: Steve, you’ve been gone for a decade, but your vision still shapes how we live with technology.

    Ling 3.1 Flash: The Setting: A virtual studio, rendered in hyper-realistic 4K. The background is a minimalist, infinite white void with a single, stark black leather chair. The date stamp reads October 2025.

    Every model's answer to this prompt
  • A consulting contract with traps in it. Find them, then fix them.

    Laguna XS 2.1 (free): I'll analyze each clause in this software consulting agreement to identify potential risks to the contractor and suggest modifications with legal reasoning. Clause-by-Clause Analysis Clause 1: SCOPE Risk: Unlimited scope creep without additional compensation Modification: Add: "Any modification to the scope requiring…

    Ling 3.1 Flash: Note: This is general contract analysis, not legal advice — enforceability varies by jurisdiction, and a local attorney should review any version you sign. Clause-by-clause analysis 1.

    Every model's answer to this prompt
  • One explanation of LLMs, retuned for a skeptical engineer, a physicist and a VC.

    Laguna XS 2.1 (free): For the Software Engineer Think of training a language model like building a distributed prediction system with an incredibly complex API contract. Instead of training on labeled datasets where you explicitly tell it "this text is sentiment-positive," you're feeding it massive amounts of text and asking it to predict…

    Ling 3.1 Flash: 1. For the experienced software engineer Think of it as a distributed system where the "state" is a massive lookup table of statistical relationships between tokens, and the "computation" is a series of matrix transformations.

    Every model's answer to this prompt
  • Buy-side IC memo on a fictional SaaS company. Valuation, then the diligence questions.

    Laguna XS 2.1 (free): INVESTMENT COMMITTEE MEMO Subject: LedgerLift (LLLT) – Long/Short/Comps Analysis Date: [Insert Date] Recommendation: LONG 12-Month Price Target Range: $85–$105 Thesis: LedgerLift is executing on a best-in-class B2B SaaS spend management platform with high net revenue retention (NRR), strong gross margins, and a rapidly…

    Ling 3.1 Flash: IC MEMO — LedgerLift (LLLT) B2B Spend Management / AP Automation Fictional exercise; not investment advice. 1. Recommendation: SHORT (1.5% NAV). 12-month PT $30–$40 (point estimate $34, ~26% downside).

    Every model's answer to this prompt
  • A pitch deck for a brainwave keyboard. The 94% accuracy claim is doing a lot.

    Laguna XS 2.1 (free): Looking at this pitch deck, I've identified three particularly weak claims that could undermine investor confidence: Weakness #1: "94% accuracy" claim (Slide 3) Why it's weak: This specificity without context is misleading.

    Ling 3.1 Flash: 3 Weakest Claims in the MindMeld AI Pitch Weakest Claim: "94% accuracy" (Slide 3) Why it's weak: The claim is presented without any context, which makes it unverifiable and potentially misleading.

    Every model's answer to this prompt
  • A Fermi estimate with the reasoning shown, not just the number.

    Laguna XS 2.1 (free): To estimate the total number of FLOPs required to train GPT-3, we use a standard formula for large language models: Total FLOPs ≈ 6 × Parameters × Tokens Step-by-Step Reasoning: Parameters: GPT-3 has 175 billion parameters (175 × 10⁹). Tokens: The model was trained on 300 billion tokens (3 × 10¹¹).

    Ling 3.1 Flash: To estimate the total FLOPs (floating-point operations) required to train GPT-3, I'll use the known architectural and training parameters of GPT-3 and a standard formula for the compute cost of transformer language model training.

    Every model's answer to this prompt

This matchup has more rounds

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Favorites

Movie

Album

Book

City

Game

Laguna XS 2.1 (free)Laguna XS 2.1 (free)
No pick
No pick

Blade Runner

1982

No pick

No pick

Paris

France

The Legend of Zelda: Ocarina of Time

Action

Ling 3.1 FlashLing 3.1 Flash

The Matrix

1999

Kind of Blue

Miles Davis

Мастер и Маргарита

Михаил Афанасьевич Булгаков

Kyoto

Japan

The Legend of Zelda: Breath of the Wild

Adventure, Action

Price and specs

Not enough votes to call it. On the specs, Ling 3.1 Flash has the edge: bigger model tier, newer.

Laguna XS 2.1 (free) and Ling 3.1 Flash compared across 35 shared prompts
SpecLaguna XS 2.1 (free)Ling 3.1 Flash
Input priceFreeFree
Output priceFreeFree
Context window262K tokens262K tokens
Free API (OpenRouter)Yes (1 provider)Yes (1 provider)
ReleasedJul 2026Oct 2026
At 10M a month$0$0$0$0
1M10M100M1B10M tokens

Input tokens at list price. No caching, no batch discount.

Where to run it2 hosts
Laguna XS 2.1 (free)1 host
HostInOutContextUptime
  • PPoolsidefp8$0 in·$0 out·262k·99.8% up
Ling 3.1 Flash1 host
HostInOutContextUptime
  • NNovita$0 in·$0 out·262k·100% up

Per million tokens. Prices and uptime via OpenRouter, checked 6 Oct 2026.

Common questions

What is the difference between Laguna XS 2.1 (free) and Ling 3.1 Flash?

Laguna XS 2.1 (free) is developed by Poolside while Ling 3.1 Flash is developed by inclusionAI. Laguna XS 2.1 (free) has a 262K token context window vs Ling 3.1 Flash's 262K. You can compare their actual outputs across 35 challenges on Rival to see how they differ in practice.

Which is better, Laguna XS 2.1 (free) or Ling 3.1 Flash?

It depends on your use case. Laguna XS 2.1 (free) and Ling 3.1 Flash each have strengths in different areas. Rival lets you compare their real outputs side-by-side across 35 challenges so you can judge which fits your needs best.

How much does Laguna XS 2.1 (free) cost compared to Ling 3.1 Flash?

Laguna XS 2.1 (free) costs $0/M input tokens and Ling 3.1 Flash costs $0/M input tokens. Ling 3.1 Flash is $0.00/M cheaper per input. Check their side-by-side outputs on Rival to see if the price difference is justified by quality.

How can I compare Laguna XS 2.1 (free) and Ling 3.1 Flash on Rival?

This page shows a side-by-side comparison of Laguna XS 2.1 (free) and Ling 3.1 Flash across shared challenges. You can vote on which model produced the better output in a blind duel. Browsing and voting are free. No account is needed to look; signing in only saves your votes and likes.

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Model pages

  • Laguna XS 2.1 (free)38 outputs, specs and price
  • Ling 3.1 Flash58 outputs, specs and price
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