Question 1

Why is deterministic memory better than vector databases or LLM memory wrappers?

Accepted Answer

Vector databases return outdated facts alongside current ones via cosine similarity, while LLM wrappers hallucinate and cost tokens on every write. Memoria uses a deterministic memory engine with automatic belief revision and multi-session reasoning to achieve 100% on LongMemEval (500/500) in 12.9 ms with zero LLM calls.

Question 2

Which AI coding clients does Memoria support?

Accepted Answer

Memoria supports Claude Code, Cursor, Windsurf, OpenCode, VS Code (Copilot / Cline), and any custom Python, TypeScript, or Rust agent via MCP (https://brain.kolivri.com/v1/mcp) and HTTP REST API.

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