How we build AI Skill Certs
AI Skill Certs is a study platform for the Claude Certified Architect - Foundations exam. Our concept library is engineered for accuracy, depth, and trust. Here is exactly how it is made.
Grounded in a knowledge graph
Every concept page maps to one of 174 knowledge points in our exam knowledge graph, a directed graph of prerequisites and unlocks built from the official Claude Certified Architect - Foundations exam guide. The graph defines what each page must teach and how it links to the rest, so nothing is a standalone, orphaned page.
Anchored to primary sources
Technical claims are verified against Anthropic's official documentation, the exam guide, and the Anthropic Academy. Each page cites at least one primary source, and embeds the official Academy lesson for the topic where one exists. We do not invent APIs, parameters, or behaviours, when something is uncertain, we omit it.
AI-assisted, human-reviewed
We use AI to accelerate research and drafting, then a named human reviewer checks every page for accuracy against the exam guide, removes anything unverifiable, and signs it off with a review date. AI assistance is a tool for speed and consistency, never a substitute for human accountability.
Named authors and reviewers
Every concept page carries a byline linking to a real author and reviewer profile with their credentials. Certification prep is a topic where accuracy matters, so we make our expertise and accountability explicit.
Kept current
Claude, Claude Code, and MCP evolve quickly. Pages show a last-reviewed date, and we re-review when the underlying tools or exam objectives change, updating the date only on substantive changes, never to game freshness signals.
Found an inaccuracy?
We take corrections seriously. If a concept page conflicts with Anthropic's current documentation or the official exam guide, tell us and we will review and update it.
Browse the concept libraryAI Skill Certs is an independent study platform and is not affiliated with or endorsed by Anthropic.