Field notes.
Notes from the build. Research we keep returning to, problems we are working through, and the long-horizon view of EU-sovereign AI memory.
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Open Weight Is Not Open Source
Twelve months ago no flagship open-weight model qualified as open-source under EU AI Act Article 53(2). Now Qwen, Mistral Large 3, DeepSeek V4 do.
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Sovereign Inference Is Not Sovereign Memory
Mistral Medium 3.5 runs on 4 GPUs. That solves inference — not where your knowledge lives, who controls it, or how to prove it under the EU AI Act.
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Beyond Retrieval: World Models for Knowledge Memory
Retrieval finds stored items. Memory generalises from experience. The gap between them defines the next research problem in AI knowledge systems.
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Privacy in RAG Is an Architecture Problem
PRAG proves E2E-encrypted RAG is technically possible. But it only protects embedding vectors, not your documents.
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Retrieval Is Not Memory
Agent platforms call retrieval 'memory.' A new paper argues this is a category error — and the architecture choices get harder once you take it seriously.
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Graph Structure Is Not an Audit Trail
A knowledge graph makes GraphRAG answers better, not auditable. XGRAG shows what auditability requires, and why the architecture sits outside the model.
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