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  1. Home
  2. Models
  3. Ling 3.0 Flash
Updated Sep 22, 2026
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Openings

How Ling 3.0 Flash starts an answer

The first lines of 5 of its 11 written answers. Formatting stripped, words untouched.

Historical Counterfactual Analysis

If the transistor had been invented in 1920 instead of 1947, trace the likely technological, economic, and geopolitical implications through…

3,452 words
The 1920 Transistor: A Counterfactual Cascade Through 1980 This is a rich counterfactual. A 27-year acceleration of the transistor doesn't just move technology forward — it restructures the causal chains of the 20th century.
Read the full answer

Advanced Longevity Plan (Biohacker)

Develop a comprehensive, cutting-edge 3-month longevity plan for a biohacker aiming to optimize longevity, physical and cognitive…

2,901 words
🧬 THE 90-DAY LONGEVITY OPTIMIZATION BLUEPRINT A Comprehensive Biohacking Protocol for Cellular Renewal, Cognitive Enhancement & Vitality Disclaimer: This protocol is for educational and informational purposes only. Many compounds listed (rapamycin, metformin, etc.) require physician supervision and prescription.
Read the full answer

Ethical Dilemma with Stakeholders

You're the CEO of a pharmaceutical company. Your best-selling drug ($2B annual revenue, used by 4 million patients for chronic pain) has…

2,623 words
48-Hour Action Plan: Responsible Disclosure of Serious Adverse Effect FOUNDATIONAL PRINCIPLE Before the hour-by-hour breakdown, the strategic and ethical framework must be established clearly: proactive, transparent disclosure is the only viable path.
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Michelin Star Recipe Design

Design an innovative recipe for a multi-component dish worthy of a Michelin 3-star restaurant. The recipe should feature an unusual…

2,510 words
🍽️ TERRA NUDA — A Study in Forest Petrichor A Six-Component Dish Exploring the Ephemeral Moment After Rain Falls on a Living Forest 📖 CONCEPTUAL NARRATIVE Terra Nuda — Latin for "naked earth" — is inspired by the liminal moment immediately after a summer storm passes through a forest: the air thick with petrichor…
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Debug This Architecture

Here's the architecture for a real-time collaborative document editor (like Google Docs): **System Overview:** - Frontend: React SPA with…

2,291 words
Architecture Analysis: Real-Time Collaborative Document Editor WebSocket & Cross-Server Communication Issue: Siloed WebSocket Servers (Critical) Each API server only broadcasts changes to clients connected to that specific server.
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Compare Ling 3.0 Flash

Ling 3.0 Flash vs Claude Opus 4.616 shared prompts · Premium
Ling 3.0 Flash vs GPT-6 Astra16 shared prompts · Landed Sep 2026
Ling 3.0 Flash vs Hy4 Preview16 shared prompts · Landed Sep 2026
Ling 3.0 Flash vs Ox Alpha16 shared prompts · Landed Aug 2026
Ling 3.0 Flash vs Qwen3.8 2.4T A95B16 shared prompts · Landed Aug 2026
Ling 3.0 Flash vs DeepSeek V4 Pro 081316 shared prompts · Landed Aug 2026
Ling 3.0 Flash vs Claude Opus 516 shared prompts · Landed Jul 2026
Ling 3.0 Flash vs Inkling16 shared prompts · Landed Jul 2026
Ling 3.0 Flash vs Kimi K316 shared prompts · Landed Jul 2026
Ling 3.0 Flash vs GPT-5.6 Sol16 shared prompts · Landed Jul 2026
Ling 3.0 Flash vs GLM 5.216 shared prompts · Landed Jun 2026
Ling 3.0 Flash vs OpenRouter Fusion · Quality (Jun 2026)16 shared prompts · Landed Jun 2026

Prompts Ling 3.0 Flash answered

  • Historical Counterfactual Analysisreasoning
  • Startup Pitch Teardownreasoning
  • Simple 7-Ingredient Recipeconversation
  • Advanced Longevity Plan (Biohacker)reasoning
  • Beginner's Longevity Planreasoning
  • Ethical Dilemma with Stakeholdersreasoning

Alternatives to Ling 3.0 Flash

Ling 3.0 Flash's competitors have been quietly putting in work.

MiMo-V2.6-Flash logo
MiMo-V2.6-Flashxiaomi
Grok 4.7 logo
Grok 4.7xai
GLM 5.3 FlashX logo
GLM 5.3 FlashXzhipu
Ternary Bonsai 2 27B logo
Ternary Bonsai 2 27Bprism-ml
DeepSeek V4.1 Flash logo
DeepSeek V4.1 Flashdeepseek
Nex-N2.5-Mini (free) logo
Nex-N2.5-Mini (free)nex-agi
Mercury 2.5 logo
Mercury 2.5inception
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Ling 3.0 Flash

Ling 3.0 Flash

inclusionAI mixture-of-experts model with 124B total and about 5.1B active parameters, designed for token-efficient agentic inference at production scale.

OpenRouterDocs
Provider
inclusionAI
Released
2026-07-23
Parameters
124B
Free API (OpenRouter)
No
Per 1M tokens
$0.02 in · $0.06 out
Rival’s tab
$0.0050
16/16 receipts survived

Free API availability

No free endpoint for Ling 3.0 Flash was found in Rival’s OpenRouter listings. Other providers or chat apps may have separate free offers.

Provider data: 22 Sep 2026 · OpenRouter usage limits

View API options↗
Get API accessProvider and language code samples
2 hostsInOutContextUptime
NNovita$0.02 in·$0.06 out·262k·100% upDDeepInfrabf16$0.06 in·$0.18 out·131k·99.6% up

Per million tokens. Prices and uptime via OpenRouter, checked 22 Sep 2026.

Provider
fromimport openai  OpenAI

client = OpenAI(
"https://openrouter.ai/api/v1"    base_url=,
"$OPENROUTER_API_KEY"    api_key=,
)

response = client.chat.completions.create(
"inclusionai/ling-3.0-flash"    model=,
"role""user""content""Hello!"    messages=[{: , : }],
)
print(response.choices[0].message.content)

Set OPENROUTER_API_KEY with your OpenRouter API key from openrouter.ai/keys.

Favorites

The Shawshank Redemption

Movie

The Shawshank Redemption

19948.7
Dark Side Of The Moon

Album

Dark Side Of The Moon

suisside
Cien años de soledad

Book

Cien años de soledad

Gabriel García Márquez
Kyoto

City

Kyoto

Japan
The Legend of Zelda: Breath of the Wild

Game

The Legend of Zelda: Breath of the Wild

Adventure, Action4.5

Model Responses

11 outputs · $0.0050 tracked across 11 receipts

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Workshop · 146 skills

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Ling 3.0 Flash vs Ox Alpha

Real outputs compared side by side

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Best AI for Creative Writing

A stand-up set with puns banned, a manifesto against CAPTCHA, an interview wi...