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Notes on AI-native learning, knowledge graph design, and product engineering.

2026-11-12

Why We Built an AI-Native Learning Map

Conversational AI is brilliant at answering isolated questions, yet linear chat threads lose sight of prerequisite structure. Here is why Consyllus pairs Directed Acyclic Knowledge Graphs with MCP.

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2026-11-10 EN Only

Deterministic Graph Hashing with RFC 8785 and Ed25519

How Consyllus guarantees that the same curriculum graph produces the exact same SHA-256 content hash across Electron, Node CLI, and Cloudflare Workers.

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