Scale AI

Scale AI — All Guides

Scale AI helps enterprises build, test, and improve AI systems with training data, model evaluation, and deployment tools. It is best for teams that need reliable AI workflows at scale.

Guides & Articles

DeepSeek V4 is here: inside the 1.6T-parameter Pro and ultra-efficient Flash models

DeepSeek V4 is here: inside the 1.6T-parameter Pro and ultra-efficient Flash models

DeepSeek V4 has arrived with a 1.6 trillion parameter Pro model and a highly efficient Flash variant that promise huge leaps in reasoning, coding, and long-cont…

DeepSeek V4: 1M token context, hybrid attention, and what actually matters

DeepSeek V4: 1M token context, hybrid attention, and what actually matters

DeepSeek V4 has arrived with two new Mixture-of-Experts models, a claimed 1M-token context window, and a novel hybrid attention mechanism that slashes KV cache …

ChatGPT GPT 5.5 vs Claude Opus 4.7: real tests, real use cases

ChatGPT GPT 5.5 vs Claude Opus 4.7: real tests, real use cases

Benchmarks don’t tell you which AI model to actually use. This breakdown compares GPT 5.5 and Claude Opus 4.7 across real tasks like research, app building, des…

How to build self-improving Claude Code skills using Karpathy’s system

How to build self-improving Claude Code skills using Karpathy’s system

Most Claude Code skills are just static markdown files that forget everything. This guide shows how to turn them into “super skills” that remember, connect to l…

23 advanced ChatGPT use cases that feel like cheating at life

23 advanced ChatGPT use cases that feel like cheating at life

Most people use only a tiny fraction of what ChatGPT can actually do. This guide walks through 23 powerful, practical ways to turn ChatGPT into your second brai…

Anthropic’s Mythos 1 is coming: why this model could rewrite cybersecurity

Anthropic’s Mythos 1 is coming: why this model could rewrite cybersecurity

Anthropic’s Mythos 1 model is quietly moving from restricted research tool to real-world product, after uncovering tens of thousands of critical software vulner…

How to turn Claude Opus 4.7 into a high-demand digital product machine

How to turn Claude Opus 4.7 into a high-demand digital product machine

Claude Opus 4.7 and Claude Code make it possible to build interactive mini web apps—like social media dashboards—in under an hour, without writing code. Here’s …

I tested DeepSeek V4 vs Opus 4.7 vs GPT 5.5: which model should you actually use?

I tested DeepSeek V4 vs Opus 4.7 vs GPT 5.5: which model should you actually use?

GPT 5.5, Claude Opus 4.7, and DeepSeek V4 all look strong on benchmarks—but how do they behave in real coding workflows? This breakdown compares cost, performan…

Nano Banana finally dethroned? Deep dive into GPT Image 2.0

Nano Banana finally dethroned? Deep dive into GPT Image 2.0

GPT Image 2.0 is a major leap for AI image generation, especially in text accuracy, reasoning, and realistic visuals. Here’s how it stacks up against Nano Banan…

Is using Suno really songwriting?

Is using Suno really songwriting?

AI music tools like Suno can turn a rough vocal or a short prompt into a full track in seconds. But does that mean you actually wrote the song? This article unp…