Project DIGITS

Project DIGITS — All Guides

Project DIGITS, now called NVIDIA DGX Spark, is a compact AI supercomputer for developers, researchers, and data scientists who want to prototype, fine-tune, and run large AI models locally.

Guides & Articles

Why most AI coding benchmarks are misleading (and what a better one looks like)

Why most AI coding benchmarks are misleading (and what a better one looks like)

Popular AI coding benchmarks like SWE-bench Pro are heavily contaminated, poorly prompted, and often mis-graded—making many leaderboard numbers close to useless…

New Claude Opus 4.8: 15 insights you probably missed

New Claude Opus 4.8: 15 insights you probably missed

Anthropic’s Claude Opus 4.8 is a clear step up from 4.7, but not yet at Mythos level—and its behavior is more nuanced than the marketing suggests. Here are 15 u…

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…

You’re not behind yet: how to actually learn AI in 18 minutes

You’re not behind yet: how to actually learn AI in 18 minutes

Most people are still using AI like a toy, not a power tool. This guide walks you through how AI really works, how to write prompts that don’t suck, the one-too…

What Grok AI says about who really built the pyramids

What Grok AI says about who really built the pyramids

Grok AI was turned loose on high‑resolution scans and engineering data from the Great Pyramid and other megalithic sites. Its simulations argue that traditional…

How Anthropic’s product team ships AI features in days, not months

How Anthropic’s product team ships AI features in days, not months

Anthropic’s product lead for Claude Code explains how her team ships AI-native features at an insane pace, what modern PMs actually need to be good at, and how …

What Grok AI may have just uncovered about Google’s quantum leap

What Grok AI may have just uncovered about Google’s quantum leap

Grok AI sifted through years of Google’s public patents, papers, and infrastructure clues to sketch a bold picture: a new kind of quantum processor that could r…

AI safety expert Roman Yampolskiy: why he thinks we can’t control superintelligence

AI safety expert Roman Yampolskiy: why he thinks we can’t control superintelligence

AI safety researcher Roman Yampolskiy argues that artificial general intelligence could automate most jobs within years and eventually surpass human control. He…

The AI delusion: why CEOs still don’t get it

The AI delusion: why CEOs still don’t get it

AI isn’t the real problem—our broken version of capitalism is. Eric Ries argues that financial “gravity” is pushing companies to use AI for extraction and cost-…

OpenAI’s GPT‑5.4 Pro might now be the smartest AI model in the world

OpenAI’s GPT‑5.4 Pro might now be the smartest AI model in the world

OpenAI’s new GPT‑5.4 Pro model is setting records on cutting‑edge reasoning, math, web browsing, and real‑world work benchmarks—but it comes with a high price t…