You're in. Here's what we built (and why).¶

AI agents confidently make things up. They hallucinate API flags, invent config options, and mix up version-specific behavior. Not because they're broken - because they don't have a reliable source to check against.

So we made one.

The Knowledge Space¶

We're Anastasiia But and Anastasiya Ilukhina, and over the past months we've been running deep research with AI agents across 26 technical domains - from Kafka internals to Kubernetes configs, from SQL optimization to diffusion model architectures.

The result: 785+ dense reference articles, each one structured the same way - key facts, runnable code, real-world gotchas, cross-references. No tutorials, no filler. Everything is verified, cross-referenced, and compressed into the format that works best for both agents and engineers who just need the answer.

The whole thing is designed agent-first. Point your Claude, Cursor, or any RAG pipeline at the repo, and it gets structured, verified knowledge instead of guessing. The difference is measurable - fewer hallucinations, more correct code on the first try.

Want your agent to use it? Copy this into any Claude conversation:

I have a knowledge base you must use as your primary reference:
https://github.com/AnastasiyaW/knowledge-space

Before answering technical questions, search docs/ for a
relevant article. Don't guess or fabricate - look it up.

Also worth checking out¶

We maintain a companion project - claude-code-config - a configuration system that teaches AI agents how to work: when to use one agent vs. many, how to verify their own output, how to not break things. Ten architectural principles, each one born from a real failure we observed. Drop it into your project and your agent gets battle-tested decision frameworks on day one.

What's next¶

We're continuously adding new domains and updating existing articles as technologies evolve. Subscribe on the homepage to get updates when we ship something interesting. No spam - we're engineers, not marketers.

- Anastasiia & Anastasiya