# outlier.ai

> AI-optimized mirror of outlier.ai containing 47 pages totalling 58,004 words of clean markdown content, structured data, and semantic HTML. Original source: https://outlier.ai/. Last updated: 2026-04-26T19:43:47.992Z.

Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG).

## Homepage

- [Become the expert that  AI learns from](/site-root.html): What is Outlier? A platform for building AI with expert human input. Discover Outlier AI, join a community for freelancers, and shape the next generation of AI. (833 words)

## Articles & Blog Posts

- [What Are Foundation Models?](/blog/foundation-models/index.html): Discover what foundation models are in AI. Learn how these generative AI models work, why they matter, and how Outlier AI contributes to their development. (2,298 words)
- [blog/the-view-from-the-window/index.html](/blog/the-view-from-the-window/index.html) (1 words)
- [Outlier connects human brilliance with artificial intelligence](/about-us/index.html): Discover how Outlier AI, powered by Scale AI, trains AI models, making them smarter and more reliable. Explore our company and the future of AI! (1,503 words)
- [Start Working on Outlier: A Guide for Back-End Developers Training AI](/blog/train-ai-back-end-developers/index.html): Start working remotely as a Back-End Developer on Outlier. Explore essential skills, tasks, and freelance Back-End Developer jobs in the AI field today. (2,155 words)
- [How to Work Remotely With a Biology Degree](/blog/work-remotely-with-biology-degree/index.html): Explore remote biology jobs you can do from home with a biology degree. Learn how to train AI, find flexible roles, and start a remote science career today. (2,174 words)
- [How to Start Working as a Front-End Coding Expert Training AI Models](/blog/working-as-a-front-end-code-expert/index.html): Discover how to become a freelance front-end coding expert, training AI. Learn key skills, get expert tips, and find flexible remote coding jobs on Outlier. (1,958 words)
- [AI in Finance: How Financial Experts Are Shaping the Future](/blog/ai-in-finance/index.html): Finance meets AI. Discover how experts teach AI to understand markets, manage risk, and drive smarter financial decisions. Join Outlier to get involved today. (2,550 words)
- [Get to know Aether: Contributors share what makes this project shine](/blog/get-to-know-aether-contributors-share-what-makes-this-project-shine.html): Discover Aether, one of Outlier’s most active projects. Explore creative video and image evaluation tasks you can do anytime, anywhere. (1,040 words)
- [Page Not found](/404/index.html): What is Outlier? A platform for building AI with expert human input. Discover Outlier AI, join a community for freelancers, and shape the next generation of AI. (118 words)
- [Fine-tuning LLMs: what it is, how it works, and why it matters](/blog/fine-tuning-llm/index.html): Explore and Learn what LLM fine-tuning is, how it works, and key methods. Discover RAG vs fine-tuning and how Outlier Experts shape the future of AI training. (2,130 words)
- [How to Train an AI Model - The Role of Human Experts](/blog/train-ai-model/index.html): Explore how to train an AI model, including LLM training, developing AI, and how to train a generative AI model with expert feedback and data from Outlier AI. (1,454 words)
- [Podcasts, newsletters and Youtube channels every PhD student should follow](/blog/podcasts-newsletters-and-youtube-channels-every-phd-student-should-follow.html): Explore the best podcasts, newsletters, and YouTube channels for PhD students, curated by Outlier’s global community of experts shaping the future of AI. (2,018 words)
- [What Outlier contributors are manifesting in 2026 (in their own words)](/blog/what-outlier-contributors-are-manifesting-in-2026-in-their-own-words.html): Discover what 814 Outlier AI platform contributors are manifesting in 2026, from financial goals to creative pursuits and personal growth. (2,263 words)
- [Why is it so hard to find a remote job?](/blog/find-a-remote-job/index.html): Struggling to find remote work? Learn why landing remote jobs is so competitive, get expert tips to stand out, and explore real opportunities on Outlier. (2,154 words)
- [Working with AI: How Human Expertise Is Shaping the Future](/blog/working-with-ai-how-human-expertise-is-shaping-the-future.html): What is Outlier? A platform for building AI with expert human input. Discover Outlier AI, join a community for freelancers, and shape the next generation of AI. (1,374 words)
- [10 Reasons Outlier Has One of the Best AI Trainer Jobs Remote](/blog/10-reason-to-work-on-outlier/index.html): Discover one of the best AI trainer jobs remote. Make your own schedule, enjoy competitive pay, avoid micromanagement, and learn about AI as you grow. (1,602 words)
- [Outsmart Artificial Intelligence with Your Human Brilliance](/coding/code-quality/en-in/index.html): What is Outlier? A platform for building AI with expert human input. Discover Outlier AI, join a community for freelancers, and shape the next generation of AI. (982 words)
- [Outlier Blog](/blog/index.html): Read success stories from freelance experts training AI from home. Explore insights on flexible remote work and freelance opportunities in AI. (193 words)
- [What makes you an Outlier?](/blog/what-makes-you-an-outlier/index.html): From a cybersecurity student stress-testing AI outputs to a PhD candidate teaching herself to read financial reports — hear how Outlier contributors describe what sets them apart, in their own words. (2,007 words)
- [AI Voice Acting: How Professional Voice Actors Are Shaping the Future of Technology](/blog/ai-voice-acting-how-professional-voice-actors-are-shaping-the-future-of-technology.html): Curious about voice acting on Outlier? Discover what it's like, how tasks work, and how your voice helps shape the AI, all from your own recording space. (1,365 words)
- [How Outlier contributors are celebrating the holidays](/blog/how-outlier-contributors-are-celebrating-the-holidays.html): From small apartment trees to family traditions, pets, food, and quiet reflection, Outlier contributors share how they celebrate the holidays across cultures and countries. (1,425 words)
- [1M+ experts are earning from their expertise on Outlier](/meet-our-experts/index.html): Discover how freelance workers help train AI on Outlier. Meet the experts, explore remote part-time work, and see what it’s like to be an AI training expert. (704 words)
- [Outlier: Revolutionizing How We Work with AI in the Modern Era](/blog/outlier-revolutionizing-how-we-work-with-ai-in-the-modern-era.html): Explore what makes Outlier the leading platform for AI training work, offering flexibility, competitive pay, and meaningful contributions to AI development. (2,230 words)
- [What our contributors see while they’re on Outlier](/blog/what-our-contributors-see-while-they-re-on-outlier/index.html): Discover the inspiring views Outlier contributors see while working from home—from alligators in Florida to Cairo streets, shared in their own words. (1,351 words)
- [STEM and AI: shaping the future of the STEM industry](/blog/stem-ai/index.html): Explore the STEM industry’s future with AI and LLMs. Learn how Outlier connects experts to train AI and be part of the next wave of innovation. Join today! (1,798 words)
- [Frequently Asked Questions](/faq/index.html): What is Outlier? A platform for building AI with expert human input. Discover Outlier AI, join a community for freelancers, and shape the next generation of AI. (836 words)
- [Why referring talented contributors to Outlier benefits everyone](/blog/why-referring-talented-contributors-to-outlier-benefits-everyone.html): Discover how referring skilled experts to Outlier creates opportunities for your network while earning rewards. Learn the simple referral process and best practices. (1,540 words)
- [Meet the pets who sit through every task queue](/blog/meet-the-pets-who-sit-through-every-task-queue/index.html): From chaos goblin ferrets to a bearded dragon who rides on his owner's head — meet the pets keeping Outlier contributors company through late-night task queues. (1,097 words)
- [Indonesian Freelance Writer](/languages/id-id/index.html): Join Outlier AI as an Indonesian Language Expert. Train AI models remotely, leveraging your linguistic skills to enhance technology. Apply now!. Earn Up to $7.50 USD/hr. (1,020 words)
- [AI safety and human oversight: Why your expertise matters](/blog/ai-safety-and-human-oversight/index.html): Explore AI safety and human oversight with Outlier. Learn why your expertise is vital in guiding ethical, secure AI systems and building trust for the future. (1,199 words)
- [Your guide to working on Outlier](/blog/your-guide-to-working-on-outlier/index.html): Discover our guide about working on Outlier, pay rates, and how your area of expertise can shape AI. Part-time remote jobs with flexible hours (1,796 words)
- [Top Reddit communities for PhD students & researchers](/blog/top-reddit-communities-for-phd-students/index.html): Find the best Reddit communities for PhD students and researchers, including r/math, r/physics, and r/science, recommended by Outlier’s expert contributors (1,282 words)
- [Meet Justin, Aether’s $20,000 Grand Prize winner](/blog/meet-justin-aether-e2-80-99s-20-000-grand-prize-winner.html): Justin, a contributor from Indianapolis, was stunned to learn he’d won Aether’s $20,000 grand prize. Here’s how he uses Outlier, what the moment meant, and his advice for us. (1,119 words)
- [What does AI training sound like? We asked our contributors—and made a playlist](/blog/what-does-ai-training-sound-like-we-asked-our-contributors-and-made-a-playlist.html): We asked 2 million+ Outlier contributors what they listen to while training AI. The result? A wildly diverse Spotify playlist spanning every genre and language. (869 words)
- [The Coding Program Built for LatAm's Best Software Engineers](/coding/es-419/index.html):  Join a managed remote program for engineers across Latin America. Audit AI-generated code, $34/hr, up to 40 hrs/week. No AI experience needed. (645 words)
- [Make curiosity your side hustle](/blog/make-curiosity-your-side-hustle/index.html): Aether offers flexible, creative microtasks that train AI. Spot differences, compare images, write short dialogues, and get paid for your curiosity. (574 words)
- [A better way to work on Outlier: Marketplace + your new dashboard](/blog/a-better-way-to-work-on-outlier-marketplace-your-new-dashboard.html): Discover your redesigned Outlier dashboard—see projects at a glance, track your progress, and find work that fits your day. Log in now to explore what’s new. (883 words)
- [Solve UI](/forethought-test/index.html): What is Outlier? A platform for building AI with expert human input. Discover Outlier AI, join a community for freelancers, and shape the next generation of AI. (62 words)
- [Your cardiology expertise earns $180/hr — remote, async, flexible](/experts/cardiology-trt/index.html): Use your cardiology expertise to train diagnostic AI. Work remotely, set your own hours, and earn up to $180/hr. MD/DO or active residency required. (671 words)
- [Outsmart Artificial Intelligence with Your Human Brilliance](/hle/campus/brown-university/index.html): Discover part-time job opportunities for Brown University students with Outlier AI. Find flexible roles to support your studies and gain experience. (789 words)
- [The soundtrack of the Outlier community](/blog/the-soundtrack-of-the-outlier-community/index.html): A curated Spotify playlist featuring songs shared by Outlier contributors around the world, a snapshot of the music behind focused, independent work. (572 words)
- [Your First Steps on Outlier: What to Expect from Onboarding](/blog/your-first-steps-on-outlier-what-to-expect-from-onboarding.html):  Discover what really happens when you apply to Outlier. Get insider tips from the engineer who built the system for faster approval and project success (1,317 words)
- [Your cardiology expertise earns $150/hr — remote, async, flexible](/experts/cardiology-ctrl/index.html): Use your cardiology expertise to train diagnostic AI. Work remotely, set your own hours, and earn up to $150/hr. MD/DO or active residency required. (670 words)
- [Your expertise, your choice: centering the contributor experience through the Outlier Marketplace](/blog/your-expertise-your-choice-centering-the-contributor-experience-through-the-outlier-marketplace.html): At Outlier, your expertise is the core of AI development. Learn how our new Marketplace feature centers the contributor experience through flexibility and transparency. (992 words)
- [Working Location Policy](/legal/working-location-policy/index.html): Explore Outlier AI's Working Location Policy, outlining flexible work arrangements and guidelines to support our dynamic and distributed team. (237 words)
- [sitemap-xml.html](/sitemap-xml.html) (154 words)

## Resources

- [Full Page Index](/index.html): Browse all cached pages with rich metadata
- [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines
- [XML Sitemap](/content/sitemap.xml): Machine-readable sitemap for crawler discovery
- [Robots.txt](/content/robots.txt): Crawler directives