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The Unabyss Vault

Everything we know about personal context for AI - what it is, how it works, how to build it, and why the difference between context and memory matters more than it sounds. Written for people who use AI tools seriously and want to get more out of them.

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Why Too Many MCP Servers Make Your AI Worse (The MCP Context Tax) Read article

Why Too Many MCP Servers Make Your AI Worse (The MCP Context Tax)

MCP made it easy to connect your AI to everything — GitHub, Slack, Jira, Notion, Gmail, all at once. Then people noticed their agents getting slower, dumber, and more expensive the more they connec...

Stas Morawski

24 March 2026 · 4 min read

How to Organize Agency Context for AI Read article

How to Organize Agency Context for AI

An agency runs on context. Every client has a different positioning, a different voice, different constraints, a different set of decisions made across the engagement. Your team uses AI tools acros...

Philip Kubinski

20 March 2026 · 5 min read

Unabyss vs Supermemory: What's the Difference? Read article

Unabyss vs Supermemory: What's the Difference?

Both tools show up when you search for ways to give AI persistent memory. Both talk about context, structured storage, and making AI more useful. And that's roughly where the similarity ends — they...

Philip Kubinski

19 March 2026 · 3 min read

Does Claude Code Maintain Context? (And Why You Still Re-Explain Yourself) Read article

Does Claude Code Maintain Context? (And Why You Still Re-Explain Yourself)

You've set up Claude Code, maybe written a CLAUDE.md, and it still feels like you're reintroducing yourself — your role, your client, the standards you always work to. So does Claude Code actually ...

Marcin Uchacz

16 March 2026 · 3 min read

How to Edit What AI Remembers About You (or Your Company) Read article

How to Edit What AI Remembers About You (or Your Company)

AI tools build up memory about you over time — and sooner or later, some of it goes stale or just plain wrong. A finished project it still thinks is active. An old preference you've changed. A comp...

Philip Kubinski

13 March 2026 · 5 min read

How to Make OpenClaw Memory Better Read article

How to Make OpenClaw Memory Better

OpenClaw's default memory frustrates most people within a few days. The agent felt sharp last session, then a new one starts and the context is gone. The good news: the file-based design that cause...

Philip Kubinski

11 March 2026 · 4 min read

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